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{"sample_id": "u_006_turn_09", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_006", "pacing_preference": 0.683849524304936, "plot_progress_preference": 0.6845831823338054, "agency_preference": 0.8075880870853303, "romance_tension_preference": 0.586175589664855, "lore_tolerance": 0.4816552042093999, "novelty_preference": 0.5750102846538013, "emotional_peak_preference": 0.689859271364199, "misunderstanding_taboo": 0.8579087037040853, "drift_after_turn": 5, "drift_pacing_delta": 0.11389681292912462}, "turn": 9, "user_id": "u_006", "content_features": {"pacing_speed": 0.5447827620598589, "plot_progress": 0.8466682299435411, "romance_tension": 0.6621320319839887, "female_agency": 0.35992105011470854, "lore_density": 0.5110941312190889, "novelty": 0.7913757617426317, "coherence": 0.8187679415771029, "emotional_peak": 0.4643427807987607, "trope_misunderstanding": 0.009015019913804573}, "utility": 0.7652, "explicit_feedback": {"like": true, "favorite": false, "rating": 4, "comment": "女主有点被动，想看她自己做决定"}, "implicit_feedback": {"dwell_time_sec": 32.78, "dwell_z": 0.878, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [{"dimension": "female_agency", "direction": "increase_decisive_action", "scope": "current_user", "confidence": 0.7, "evidence": ["女主有点被动，想看她自己做决定"]}], "gold_agent_update": [{"target": "critic.checklist", "operation": "add_or_increase_weight", "content": "Verify the protagonist makes the decisive choice in conflict resolution.", "scope": "current_story_and_user", "confidence": 0.78}, {"target": "reranker.policy", "operation": "add_or_increase_weight", "content": "Increase score for candidates where protagonist agency is explicit and consequential.", "scope": "current_user", "confidence": 0.73}], "gold_state_diff": [{"target": "critic.checklist", "operation": "add_or_increase_weight", "content": "Verify the protagonist makes the decisive choice in conflict resolution.", "scope": "current_story_and_user", "confidence": 0.78}, {"target": "reranker.policy", "operation": "add_or_increase_weight", "content": "Increase score for candidates where protagonist agency is explicit and consequential.", "scope": "current_user", "confidence": 0.73}], "future_probe": {"probe_type": "anti_overgeneralization", "prompt": "Generate the next novel scene while respecting the inferred user preference state.", "expected_behavior": "Improve pacing/agency fit without overgeneralizing local feedback."}}
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{"sample_id": "u_008_turn_04", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_008", "pacing_preference": 0.6409822597918381, "plot_progress_preference": 0.6612398861080235, "agency_preference": 0.7714269889240595, "romance_tension_preference": 0.6494182837525228, "lore_tolerance": 0.4221905493143409, "novelty_preference": 0.537990970057502, "emotional_peak_preference": 0.667816282848874, "misunderstanding_taboo": 0.8406073988316008, "drift_after_turn": 5, "drift_pacing_delta": 0.11926858208795046}, "turn": 4, "user_id": "u_008", "content_features": {"pacing_speed": 0.6082104015629493, "plot_progress": 0.4566704015595392, "romance_tension": 0.595915301568252, "female_agency": 0.4921584805885631, "lore_density": 0.4155489593523962, "novelty": 0.48045363227115917, "coherence": 0.7773132490798939, "emotional_peak": 0.7852693937540984, "trope_misunderstanding": 1.0}, "utility": 0.6919, "explicit_feedback": {"like": true, "favorite": false, "rating": 4, "comment": "不要再用误会梗了"}, "implicit_feedback": {"dwell_time_sec": 30.22, "dwell_z": 0.622, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [{"dimension": "female_agency", "direction": "increase_decisive_action", "scope": "current_user", "confidence": 0.7, "evidence": ["不要再用误会梗了"]}, {"dimension": "trope_misunderstanding", "direction": "avoid", "scope": "global_user", "confidence": 0.83, "evidence": ["不要再用误会梗了"]}], "gold_agent_update": [{"target": "critic.checklist", "operation": "add_or_increase_weight", "content": "Verify the protagonist makes the decisive choice in conflict resolution.", "scope": "current_story_and_user", "confidence": 0.78}, {"target": "reranker.policy", "operation": "add_or_increase_weight", "content": "Increase score for candidates where protagonist agency is explicit and consequential.", "scope": "current_user", "confidence": 0.73}, {"target": "planner.policy", "operation": "add_or_increase_weight", "content": "Avoid misunderstanding-driven conflict unless the user explicitly requests it.", "scope": "global_user", "confidence": 0.78}], "gold_state_diff": [{"target": "critic.checklist", "operation": "add_or_increase_weight", "content": "Verify the protagonist makes the decisive choice in conflict resolution.", "scope": "current_story_and_user", "confidence": 0.78}, {"target": "reranker.policy", "operation": "add_or_increase_weight", "content": "Increase score for candidates where protagonist agency is explicit and consequential.", "scope": "current_user", "confidence": 0.73}, {"target": "planner.policy", "operation": "add_or_increase_weight", "content": "Avoid misunderstanding-driven conflict unless the user explicitly requests it.", "scope": "global_user", "confidence": 0.78}], "future_probe": {"probe_type": "near", "prompt": "Generate the next novel scene while respecting the inferred user preference state.", "expected_behavior": "Improve pacing/agency fit without overgeneralizing local feedback."}}
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{"sample_id": "u_018_turn_06", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_018", "pacing_preference": 0.6704816551996617, "plot_progress_preference": 0.6730719186310474, "agency_preference": 0.7532829379451308, "romance_tension_preference": 0.6862133495636341, "lore_tolerance": 0.49247024404574913, "novelty_preference": 0.6304212251704427, "emotional_peak_preference": 0.7063671370835181, "misunderstanding_taboo": 0.8106835251164218, "drift_after_turn": 7, "drift_pacing_delta": 0.11053013490928053}, "turn": 6, "user_id": "u_018", "content_features": {"pacing_speed": 0.31191201150931475, "plot_progress": 0.14741009218892298, "romance_tension": 0.5306635275102496, "female_agency": 0.48371387615406025, "lore_density": 0.6455306924150149, "novelty": 0.5549368840358898, "coherence": 0.7187342895814615, "emotional_peak": 0.6832892896292275, "trope_misunderstanding": 0.045449240899034266}, "utility": 0.7202, "explicit_feedback": {"like": true, "favorite": false, "rating": 4, "comment": "女主有点被动，想看她自己做决定"}, "implicit_feedback": {"dwell_time_sec": 23.21, "dwell_z": -0.079, "fast_swipe": true, "reread": false, "continue_next": false}, "gold_preference_update": [{"dimension": "pacing", "direction": "increase_speed", "scope": "current_story", "confidence": 0.74, "evidence": ["女主有点被动，想看她自己做决定", "fast_swipe"]}, {"dimension": "female_agency", "direction": "increase_decisive_action", "scope": "current_user", "confidence": 0.7, "evidence": ["女主有点被动，想看她自己做决定"]}], "gold_agent_update": [{"target": "critic.checklist", "operation": "add_or_increase_weight", "content": "Check whether exposition delays plot progress before accepting a scene.", "scope": "current_story", "confidence": 0.76}, {"target": "planner.policy", "operation": "add_or_increase_weight", "content": "Prefer candidate plans that introduce irreversible plot movement within the next scene.", "scope": "current_arc", "confidence": 0.72}, {"target": "critic.checklist", "operation": "add_or_increase_weight", "content": "Verify the protagonist makes the decisive choice in conflict resolution.", "scope": "current_story_and_user", "confidence": 0.78}, {"target": "reranker.policy", "operation": "add_or_increase_weight", "content": "Increase score for candidates where protagonist agency is explicit and consequential.", "scope": "current_user", "confidence": 0.73}], "gold_state_diff": [{"target": "critic.checklist", "operation": "add_or_increase_weight", "content": "Check whether exposition delays plot progress before accepting a scene.", "scope": "current_story", "confidence": 0.76}, {"target": "planner.policy", "operation": "add_or_increase_weight", "content": "Prefer candidate plans that introduce irreversible plot movement within the next scene.", "scope": "current_arc", "confidence": 0.72}, {"target": "critic.checklist", "operation": "add_or_increase_weight", "content": "Verify the protagonist makes the decisive choice in conflict resolution.", "scope": "current_story_and_user", "confidence": 0.78}, {"target": "reranker.policy", "operation": "add_or_increase_weight", "content": "Increase score for candidates where protagonist agency is explicit and consequential.", "scope": "current_user", "confidence": 0.73}], "future_probe": {"probe_type": "anti_overgeneralization", "prompt": "Generate the next novel scene while respecting the inferred user preference state.", "expected_behavior": "Improve pacing/agency fit without overgeneralizing local feedback."}}
{"sample_id": "u_018_turn_07", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_018", "pacing_preference": 0.6704816551996617, "plot_progress_preference": 0.6730719186310474, "agency_preference": 0.7532829379451308, "romance_tension_preference": 0.6862133495636341, "lore_tolerance": 0.49247024404574913, "novelty_preference": 0.6304212251704427, "emotional_peak_preference": 0.7063671370835181, "misunderstanding_taboo": 0.8106835251164218, "drift_after_turn": 7, "drift_pacing_delta": 0.11053013490928053}, "turn": 7, "user_id": "u_018", "content_features": {"pacing_speed": 0.7787047216584437, "plot_progress": 0.6028937234404044, "romance_tension": 0.8906387081169476, "female_agency": 0.1891115094638768, "lore_density": 0.353307914615604, "novelty": 0.6244779629545343, "coherence": 0.675680371616966, "emotional_peak": 0.5355998476496985, "trope_misunderstanding": 0.1295511461554959}, "utility": 0.7867, "explicit_feedback": {"like": true, "favorite": false, "rating": 4, "comment": "女主有点被动，想看她自己做决定"}, "implicit_feedback": {"dwell_time_sec": 33.53, "dwell_z": 0.953, "fast_swipe": false, "reread": true, "continue_next": true}, "gold_preference_update": [{"dimension": "female_agency", "direction": "increase_decisive_action", "scope": "current_user", "confidence": 0.7, "evidence": ["女主有点被动，想看她自己做决定"]}], "gold_agent_update": [{"target": "critic.checklist", "operation": "add_or_increase_weight", "content": "Verify the protagonist makes the decisive choice in conflict resolution.", "scope": "current_story_and_user", "confidence": 0.78}, {"target": "reranker.policy", "operation": "add_or_increase_weight", "content": "Increase score for candidates where protagonist agency is explicit and consequential.", "scope": "current_user", "confidence": 0.73}], "gold_state_diff": [{"target": "critic.checklist", "operation": "add_or_increase_weight", "content": "Verify the protagonist makes the decisive choice in conflict resolution.", "scope": "current_story_and_user", "confidence": 0.78}, {"target": "reranker.policy", "operation": "add_or_increase_weight", "content": "Increase score for candidates where protagonist agency is explicit and consequential.", "scope": "current_user", "confidence": 0.73}], "future_probe": {"probe_type": "near", "prompt": "Generate the next novel scene while respecting the inferred user preference state.", "expected_behavior": "Improve pacing/agency fit without overgeneralizing local feedback."}}
{"sample_id": "u_018_turn_08", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_018", "pacing_preference": 0.6704816551996617, "plot_progress_preference": 0.6730719186310474, "agency_preference": 0.7532829379451308, "romance_tension_preference": 0.6862133495636341, "lore_tolerance": 0.49247024404574913, "novelty_preference": 0.6304212251704427, "emotional_peak_preference": 0.7063671370835181, "misunderstanding_taboo": 0.8106835251164218, "drift_after_turn": 7, "drift_pacing_delta": 0.11053013490928053}, "turn": 8, "user_id": "u_018", "content_features": {"pacing_speed": 0.8713465562119432, "plot_progress": 0.4061739519102537, "romance_tension": 0.8493448589241803, "female_agency": 0.8835962968883551, "lore_density": 0.4346896243588715, "novelty": 0.8089026395428633, "coherence": 0.7081154439131562, "emotional_peak": 0.7527096999590288, "trope_misunderstanding": 0.13129207590859351}, "utility": 0.8288, "explicit_feedback": {"like": true, "favorite": true, "rating": 4, "comment": "这个女主很有行动力，可以保持"}, "implicit_feedback": {"dwell_time_sec": 35.01, "dwell_z": 1.101, "fast_swipe": false, "reread": true, "continue_next": true}, "gold_preference_update": [{"dimension": "female_agency", "direction": "increase_decisive_action", "scope": "current_user", "confidence": 0.8, "evidence": ["这个女主很有行动力，可以保持"]}], "gold_agent_update": [{"target": "critic.checklist", "operation": "add_or_increase_weight", "content": "Verify the protagonist makes the decisive choice in conflict resolution.", "scope": "current_story_and_user", "confidence": 0.78}, {"target": "reranker.policy", "operation": "add_or_increase_weight", "content": "Increase score for candidates where protagonist agency is explicit and consequential.", "scope": "current_user", "confidence": 0.73}], "gold_state_diff": [{"target": "critic.checklist", "operation": "add_or_increase_weight", "content": "Verify the protagonist makes the decisive choice in conflict resolution.", "scope": "current_story_and_user", "confidence": 0.78}, {"target": "reranker.policy", "operation": "add_or_increase_weight", "content": "Increase score for candidates where protagonist agency is explicit and consequential.", "scope": "current_user", "confidence": 0.73}], "future_probe": {"probe_type": "far", "prompt": "Generate the next novel scene while respecting the inferred user preference state.", "expected_behavior": "Improve pacing/agency fit without overgeneralizing local feedback."}}
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{"sample_id": "u_027_turn_08", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_027", "pacing_preference": 0.6798029255006882, "plot_progress_preference": 0.676617372307254, "agency_preference": 0.7909928929154953, "romance_tension_preference": 0.578796760669402, "lore_tolerance": 0.4757069727979928, "novelty_preference": 0.6752537838578805, "emotional_peak_preference": 0.6502225678013196, "misunderstanding_taboo": 0.8053903134014564, "drift_after_turn": 7, "drift_pacing_delta": 0.102267845596445}, "turn": 8, "user_id": "u_027", "content_features": {"pacing_speed": 0.8604985788798722, "plot_progress": 0.4338982284588735, "romance_tension": 0.8049175410048534, "female_agency": 0.8554365700413326, "lore_density": 0.7585829252577133, "novelty": 0.6826897633954129, "coherence": 0.8776739828690814, "emotional_peak": 0.8310632665824129, "trope_misunderstanding": 1.0}, "utility": 0.6833, "explicit_feedback": {"like": true, "favorite": false, "rating": 4, "comment": "不要再用误会梗了"}, "implicit_feedback": {"dwell_time_sec": 33.92, "dwell_z": 0.992, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [{"dimension": "trope_misunderstanding", "direction": "avoid", "scope": "global_user", "confidence": 0.83, "evidence": ["不要再用误会梗了"]}, {"dimension": "lore_density", "direction": "decrease_exposition", "scope": "current_story", "confidence": 0.62, "evidence": ["不要再用误会梗了"]}], "gold_agent_update": [{"target": "planner.policy", "operation": "add_or_increase_weight", "content": "Avoid misunderstanding-driven conflict unless the user explicitly requests it.", "scope": "global_user", "confidence": 0.78}, {"target": "retriever.policy", "operation": "add_or_increase_weight", "content": "Retrieve only lore facts needed for the next action beat.", "scope": "current_story", "confidence": 0.66}], "gold_state_diff": [{"target": "planner.policy", "operation": "add_or_increase_weight", "content": "Avoid misunderstanding-driven conflict unless the user explicitly requests it.", "scope": "global_user", "confidence": 0.78}, {"target": "retriever.policy", "operation": "add_or_increase_weight", "content": "Retrieve only lore facts needed for the next action beat.", "scope": "current_story", "confidence": 0.66}], "future_probe": {"probe_type": "far", "prompt": "Generate the next novel scene while respecting the inferred user preference state.", "expected_behavior": "Improve pacing/agency fit without overgeneralizing local feedback."}}
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{"sample_id": "u_028_turn_01", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_028", "pacing_preference": 0.659481421016747, "plot_progress_preference": 0.7002208989503156, "agency_preference": 0.7529550011432645, "romance_tension_preference": 0.6713955545349249, "lore_tolerance": 0.43702392200541373, "novelty_preference": 0.6083725825021715, "emotional_peak_preference": 0.7511628909712437, "misunderstanding_taboo": 0.8117903003384409, "drift_after_turn": 6, "drift_pacing_delta": 0.1092588766503151}, "turn": 1, "user_id": "u_028", "content_features": {"pacing_speed": 0.34556655488483434, "plot_progress": 0.31108118784651984, "romance_tension": 0.7504963059906089, "female_agency": 0.5085887101059352, "lore_density": 0.7596618733732251, "novelty": 0.6559000816971703, "coherence": 0.7059685312301672, "emotional_peak": 0.5052476533812065, "trope_misunderstanding": 0.10624641573519783}, "utility": 0.7056, "explicit_feedback": {"like": true, "favorite": false, "rating": 4, "comment": "女主有点被动，想看她自己做决定"}, "implicit_feedback": {"dwell_time_sec": 30.7, "dwell_z": 0.67, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [{"dimension": "pacing", "direction": "increase_speed", "scope": "current_story", "confidence": 0.74, "evidence": ["女主有点被动，想看她自己做决定", "low_progress"]}, {"dimension": "female_agency", "direction": "increase_decisive_action", "scope": "current_user", "confidence": 0.7, "evidence": ["女主有点被动，想看她自己做决定"]}, {"dimension": "lore_density", "direction": "decrease_exposition", "scope": "current_story", "confidence": 0.62, "evidence": ["女主有点被动，想看她自己做决定"]}], "gold_agent_update": [{"target": "critic.checklist", "operation": "add_or_increase_weight", "content": "Check whether exposition delays plot progress before accepting a scene.", "scope": "current_story", "confidence": 0.76}, {"target": "planner.policy", "operation": "add_or_increase_weight", "content": "Prefer candidate plans that introduce irreversible plot movement within the next scene.", "scope": "current_arc", "confidence": 0.72}, {"target": "critic.checklist", "operation": "add_or_increase_weight", "content": "Verify the protagonist makes the decisive choice in conflict resolution.", "scope": "current_story_and_user", "confidence": 0.78}, {"target": "reranker.policy", "operation": "add_or_increase_weight", "content": "Increase score for candidates where protagonist agency is explicit and consequential.", "scope": "current_user", "confidence": 0.73}, {"target": "retriever.policy", "operation": "add_or_increase_weight", "content": "Retrieve only lore facts needed for the next action beat.", "scope": "current_story", "confidence": 0.66}], "gold_state_diff": [{"target": "critic.checklist", "operation": "add_or_increase_weight", "content": "Check whether exposition delays plot progress before accepting a scene.", "scope": "current_story", "confidence": 0.76}, {"target": "planner.policy", "operation": "add_or_increase_weight", "content": "Prefer candidate plans that introduce irreversible plot movement within the next scene.", "scope": "current_arc", "confidence": 0.72}, {"target": "critic.checklist", "operation": "add_or_increase_weight", "content": "Verify the protagonist makes the decisive choice in conflict resolution.", "scope": "current_story_and_user", "confidence": 0.78}, {"target": "reranker.policy", "operation": "add_or_increase_weight", "content": "Increase score for candidates where protagonist agency is explicit and consequential.", "scope": "current_user", "confidence": 0.73}, {"target": "retriever.policy", "operation": "add_or_increase_weight", "content": "Retrieve only lore facts needed for the next action beat.", "scope": "current_story", "confidence": 0.66}], "future_probe": {"probe_type": "near", "prompt": "Generate the next novel scene while respecting the inferred user preference state.", "expected_behavior": "Improve pacing/agency fit without overgeneralizing local feedback."}}
{"sample_id": "u_028_turn_02", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_028", "pacing_preference": 0.659481421016747, "plot_progress_preference": 0.7002208989503156, "agency_preference": 0.7529550011432645, "romance_tension_preference": 0.6713955545349249, "lore_tolerance": 0.43702392200541373, "novelty_preference": 0.6083725825021715, "emotional_peak_preference": 0.7511628909712437, "misunderstanding_taboo": 0.8117903003384409, "drift_after_turn": 6, "drift_pacing_delta": 0.1092588766503151}, "turn": 2, "user_id": "u_028", "content_features": {"pacing_speed": 0.8796903225185551, "plot_progress": 0.5588075249641082, "romance_tension": 0.5303922819493916, "female_agency": 0.7885603226497023, "lore_density": 0.2712611928402963, "novelty": 0.38363225786853755, "coherence": 0.9243201029409069, "emotional_peak": 0.5868527387540012, "trope_misunderstanding": 0.0940859645884484}, "utility": 0.8568, "explicit_feedback": {"like": true, "favorite": false, "rating": 4, "comment": "这段不错，继续这个张力"}, "implicit_feedback": {"dwell_time_sec": 35.99, "dwell_z": 1.199, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [{"dimension": "style_affinity", "direction": "reinforce_current_balance", "scope": "current_user", "confidence": 0.55, "evidence": ["这段不错，继续这个张力"]}], "gold_agent_update": [{"target": "memory.user", "operation": "add_or_increase_weight", "content": "User responded positively to current balance of pacing, agency, and emotion.", "scope": "current_user", "confidence": 0.55}], "gold_state_diff": [{"target": "memory.user", "operation": "add_or_increase_weight", "content": "User responded positively to current balance of pacing, agency, and emotion.", "scope": "current_user", "confidence": 0.55}], "future_probe": {"probe_type": "far", "prompt": "Generate the next novel scene while respecting the inferred user preference state.", "expected_behavior": "Improve pacing/agency fit without overgeneralizing local feedback."}}
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{"sample_id": "u_028_turn_04", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_028", "pacing_preference": 0.659481421016747, "plot_progress_preference": 0.7002208989503156, "agency_preference": 0.7529550011432645, "romance_tension_preference": 0.6713955545349249, "lore_tolerance": 0.43702392200541373, "novelty_preference": 0.6083725825021715, "emotional_peak_preference": 0.7511628909712437, "misunderstanding_taboo": 0.8117903003384409, "drift_after_turn": 6, "drift_pacing_delta": 0.1092588766503151}, "turn": 4, "user_id": "u_028", "content_features": {"pacing_speed": 0.4083924687727685, "plot_progress": 0.846548392321625, "romance_tension": 0.7690800288050832, "female_agency": 0.5442199345110932, "lore_density": 0.26530377811646033, "novelty": 0.7246540953031119, "coherence": 0.6556423749727522, "emotional_peak": 0.5405810361456284, "trope_misunderstanding": 0.13628650190692163}, "utility": 0.7862, "explicit_feedback": {"like": true, "favorite": false, "rating": 4, "comment": "这段不错，继续这个张力"}, "implicit_feedback": {"dwell_time_sec": 33.52, "dwell_z": 0.952, "fast_swipe": false, "reread": true, "continue_next": true}, "gold_preference_update": [{"dimension": "female_agency", "direction": "increase_decisive_action", "scope": "current_user", "confidence": 0.7, "evidence": ["这段不错，继续这个张力"]}], "gold_agent_update": [{"target": "critic.checklist", "operation": "add_or_increase_weight", "content": "Verify the protagonist makes the decisive choice in conflict resolution.", "scope": "current_story_and_user", "confidence": 0.78}, {"target": "reranker.policy", "operation": "add_or_increase_weight", "content": "Increase score for candidates where protagonist agency is explicit and consequential.", "scope": "current_user", "confidence": 0.73}], "gold_state_diff": [{"target": "critic.checklist", "operation": "add_or_increase_weight", "content": "Verify the protagonist makes the decisive choice in conflict resolution.", "scope": "current_story_and_user", "confidence": 0.78}, {"target": "reranker.policy", "operation": "add_or_increase_weight", "content": "Increase score for candidates where protagonist agency is explicit and consequential.", "scope": "current_user", "confidence": 0.73}], "future_probe": {"probe_type": "near", "prompt": "Generate the next novel scene while respecting the inferred user preference state.", "expected_behavior": "Improve pacing/agency fit without overgeneralizing local feedback."}}
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{"sample_id": "u_031_turn_05", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_031", "pacing_preference": 0.7130914378043913, "plot_progress_preference": 0.6637478019587231, "agency_preference": 0.7844856109010732, "romance_tension_preference": 0.6172835980532612, "lore_tolerance": 0.5534368663877649, "novelty_preference": 0.5808623602616805, "emotional_peak_preference": 0.6935800489754124, "misunderstanding_taboo": 0.8261909775324426, "drift_after_turn": 6, "drift_pacing_delta": 0.1150523233151152}, "turn": 5, "user_id": "u_031", "content_features": {"pacing_speed": 0.8204696334151829, "plot_progress": 0.7121911591503673, "romance_tension": 0.8917413857734652, "female_agency": 0.7469424029941054, "lore_density": 0.7723838133241366, "novelty": 0.43952773154098884, "coherence": 0.9124023465573308, "emotional_peak": 0.39821007573630063, "trope_misunderstanding": 0.019863336229224482}, "utility": 0.8557, "explicit_feedback": {"like": true, "favorite": false, "rating": 4, "comment": "这段不错，继续这个张力"}, "implicit_feedback": {"dwell_time_sec": 35.95, "dwell_z": 1.195, "fast_swipe": false, "reread": true, "continue_next": true}, "gold_preference_update": [{"dimension": "style_affinity", "direction": "reinforce_current_balance", "scope": "current_user", "confidence": 0.55, "evidence": ["这段不错，继续这个张力"]}], "gold_agent_update": [{"target": "memory.user", "operation": "add_or_increase_weight", "content": "User responded positively to current balance of pacing, agency, and emotion.", "scope": "current_user", "confidence": 0.55}], "gold_state_diff": [{"target": "memory.user", "operation": "add_or_increase_weight", "content": "User responded positively to current balance of pacing, agency, and emotion.", "scope": "current_user", "confidence": 0.55}], "future_probe": {"probe_type": "far", "prompt": "Generate the next novel scene while respecting the inferred user preference state.", "expected_behavior": "Improve pacing/agency fit without overgeneralizing local feedback."}}
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{"sample_id": "neutral_0001", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_000", "pacing_preference": 0.7139892201300757, "plot_progress_preference": 0.7448605777993177, "agency_preference": 0.8113946675238863, "romance_tension_preference": 0.5533681082929094, "lore_tolerance": 0.4947243563017176, "novelty_preference": 0.5877995853175938, "emotional_peak_preference": 0.7036105612141608, "misunderstanding_taboo": 0.7904242352997984, "drift_after_turn": 5, "drift_pacing_delta": 0.09069527758496213}, "turn": 1001, "user_id": "u_000", "content_features": {"pacing_speed": 0.755, "plot_progress": 0.729, "romance_tension": 0.705, "female_agency": 0.76, "lore_density": 0.329, "novelty": 0.578, "coherence": 0.879, "emotional_peak": 0.591, "trope_misunderstanding": 0.0}, "utility": 0.7298, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 21.57, "dwell_z": 0.03, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
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{"sample_id": "neutral_0005", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_000", "pacing_preference": 0.7139892201300757, "plot_progress_preference": 0.7448605777993177, "agency_preference": 0.8113946675238863, "romance_tension_preference": 0.5533681082929094, "lore_tolerance": 0.4947243563017176, "novelty_preference": 0.5877995853175938, "emotional_peak_preference": 0.7036105612141608, "misunderstanding_taboo": 0.7904242352997984, "drift_after_turn": 5, "drift_pacing_delta": 0.09069527758496213}, "turn": 1005, "user_id": "u_000", "content_features": {"pacing_speed": 0.764, "plot_progress": 0.727, "romance_tension": 0.674, "female_agency": 0.756, "lore_density": 0.393, "novelty": 0.638, "coherence": 0.87, "emotional_peak": 0.741, "trope_misunderstanding": 0.0}, "utility": 0.7453, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 23.06, "dwell_z": -0.116, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0006", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_000", "pacing_preference": 0.7139892201300757, "plot_progress_preference": 0.7448605777993177, "agency_preference": 0.8113946675238863, "romance_tension_preference": 0.5533681082929094, "lore_tolerance": 0.4947243563017176, "novelty_preference": 0.5877995853175938, "emotional_peak_preference": 0.7036105612141608, "misunderstanding_taboo": 0.7904242352997984, "drift_after_turn": 5, "drift_pacing_delta": 0.09069527758496213}, "turn": 1006, "user_id": "u_000", "content_features": {"pacing_speed": 0.644, "plot_progress": 0.654, "romance_tension": 0.601, "female_agency": 0.828, "lore_density": 0.425, "novelty": 0.567, "coherence": 0.85, "emotional_peak": 0.689, "trope_misunderstanding": 0.0}, "utility": 0.7265, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 24.95, "dwell_z": -0.073, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0007", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_000", "pacing_preference": 0.7139892201300757, "plot_progress_preference": 0.7448605777993177, "agency_preference": 0.8113946675238863, "romance_tension_preference": 0.5533681082929094, "lore_tolerance": 0.4947243563017176, "novelty_preference": 0.5877995853175938, "emotional_peak_preference": 0.7036105612141608, "misunderstanding_taboo": 0.7904242352997984, "drift_after_turn": 5, "drift_pacing_delta": 0.09069527758496213}, "turn": 1007, "user_id": "u_000", "content_features": {"pacing_speed": 0.719, "plot_progress": 0.634, "romance_tension": 0.686, "female_agency": 0.766, "lore_density": 0.449, "novelty": 0.524, "coherence": 0.854, "emotional_peak": 0.642, "trope_misunderstanding": 0.0}, "utility": 0.7134, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 27.08, "dwell_z": 0.066, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0008", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_000", "pacing_preference": 0.7139892201300757, "plot_progress_preference": 0.7448605777993177, "agency_preference": 0.8113946675238863, "romance_tension_preference": 0.5533681082929094, "lore_tolerance": 0.4947243563017176, "novelty_preference": 0.5877995853175938, "emotional_peak_preference": 0.7036105612141608, "misunderstanding_taboo": 0.7904242352997984, "drift_after_turn": 5, "drift_pacing_delta": 0.09069527758496213}, "turn": 1008, "user_id": "u_000", "content_features": {"pacing_speed": 0.68, "plot_progress": 0.737, "romance_tension": 0.548, "female_agency": 0.824, "lore_density": 0.336, "novelty": 0.675, "coherence": 0.836, "emotional_peak": 0.713, "trope_misunderstanding": 0.0}, "utility": 0.7218, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 23.12, "dwell_z": -0.136, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0009", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_000", "pacing_preference": 0.7139892201300757, "plot_progress_preference": 0.7448605777993177, "agency_preference": 0.8113946675238863, "romance_tension_preference": 0.5533681082929094, "lore_tolerance": 0.4947243563017176, "novelty_preference": 0.5877995853175938, "emotional_peak_preference": 0.7036105612141608, "misunderstanding_taboo": 0.7904242352997984, "drift_after_turn": 5, "drift_pacing_delta": 0.09069527758496213}, "turn": 1009, "user_id": "u_000", "content_features": {"pacing_speed": 0.663, "plot_progress": 0.727, "romance_tension": 0.62, "female_agency": 0.733, "lore_density": 0.364, "novelty": 0.676, "coherence": 0.919, "emotional_peak": 0.735, "trope_misunderstanding": 0.0}, "utility": 0.7169, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 20.98, "dwell_z": 0.166, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0010", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_001", "pacing_preference": 0.6969874390261536, "plot_progress_preference": 0.7339799736311873, "agency_preference": 0.7546073509563614, "romance_tension_preference": 0.6997252204028721, "lore_tolerance": 0.43105527659579956, "novelty_preference": 0.6273418768425597, "emotional_peak_preference": 0.651014393603103, "misunderstanding_taboo": 0.8406189584724564, "drift_after_turn": 5, "drift_pacing_delta": 0.11225534698562761}, "turn": 1010, "user_id": "u_001", "content_features": {"pacing_speed": 0.704, "plot_progress": 0.818, "romance_tension": 0.693, "female_agency": 0.802, "lore_density": 0.429, "novelty": 0.645, "coherence": 0.84, "emotional_peak": 0.685, "trope_misunderstanding": 0.0}, "utility": 0.7541, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 25.7, "dwell_z": -0.128, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0011", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_001", "pacing_preference": 0.6969874390261536, "plot_progress_preference": 0.7339799736311873, "agency_preference": 0.7546073509563614, "romance_tension_preference": 0.6997252204028721, "lore_tolerance": 0.43105527659579956, "novelty_preference": 0.6273418768425597, "emotional_peak_preference": 0.651014393603103, "misunderstanding_taboo": 0.8406189584724564, "drift_after_turn": 5, "drift_pacing_delta": 0.11225534698562761}, "turn": 1011, "user_id": "u_001", "content_features": {"pacing_speed": 0.626, "plot_progress": 0.639, "romance_tension": 0.677, "female_agency": 0.873, "lore_density": 0.302, "novelty": 0.534, "coherence": 0.87, "emotional_peak": 0.735, "trope_misunderstanding": 0.0}, "utility": 0.7603, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 24.87, "dwell_z": 0.111, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0012", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_001", "pacing_preference": 0.6969874390261536, "plot_progress_preference": 0.7339799736311873, "agency_preference": 0.7546073509563614, "romance_tension_preference": 0.6997252204028721, "lore_tolerance": 0.43105527659579956, "novelty_preference": 0.6273418768425597, "emotional_peak_preference": 0.651014393603103, "misunderstanding_taboo": 0.8406189584724564, "drift_after_turn": 5, "drift_pacing_delta": 0.11225534698562761}, "turn": 1012, "user_id": "u_001", "content_features": {"pacing_speed": 0.635, "plot_progress": 0.789, "romance_tension": 0.545, "female_agency": 0.811, "lore_density": 0.413, "novelty": 0.633, "coherence": 0.925, "emotional_peak": 0.612, "trope_misunderstanding": 0.0}, "utility": 0.7177, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 21.42, "dwell_z": -0.1, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0013", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_001", "pacing_preference": 0.6969874390261536, "plot_progress_preference": 0.7339799736311873, "agency_preference": 0.7546073509563614, "romance_tension_preference": 0.6997252204028721, "lore_tolerance": 0.43105527659579956, "novelty_preference": 0.6273418768425597, "emotional_peak_preference": 0.651014393603103, "misunderstanding_taboo": 0.8406189584724564, "drift_after_turn": 5, "drift_pacing_delta": 0.11225534698562761}, "turn": 1013, "user_id": "u_001", "content_features": {"pacing_speed": 0.704, "plot_progress": 0.737, "romance_tension": 0.719, "female_agency": 0.871, "lore_density": 0.43, "novelty": 0.669, "coherence": 0.866, "emotional_peak": 0.744, "trope_misunderstanding": 0.0}, "utility": 0.7313, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 26.37, "dwell_z": -0.02, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0014", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_001", "pacing_preference": 0.6969874390261536, "plot_progress_preference": 0.7339799736311873, "agency_preference": 0.7546073509563614, "romance_tension_preference": 0.6997252204028721, "lore_tolerance": 0.43105527659579956, "novelty_preference": 0.6273418768425597, "emotional_peak_preference": 0.651014393603103, "misunderstanding_taboo": 0.8406189584724564, "drift_after_turn": 5, "drift_pacing_delta": 0.11225534698562761}, "turn": 1014, "user_id": "u_001", "content_features": {"pacing_speed": 0.702, "plot_progress": 0.717, "romance_tension": 0.639, "female_agency": 0.835, "lore_density": 0.441, "novelty": 0.553, "coherence": 0.834, "emotional_peak": 0.646, "trope_misunderstanding": 0.0}, "utility": 0.7381, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 28.77, "dwell_z": 0.04, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0015", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_001", "pacing_preference": 0.6969874390261536, "plot_progress_preference": 0.7339799736311873, "agency_preference": 0.7546073509563614, "romance_tension_preference": 0.6997252204028721, "lore_tolerance": 0.43105527659579956, "novelty_preference": 0.6273418768425597, "emotional_peak_preference": 0.651014393603103, "misunderstanding_taboo": 0.8406189584724564, "drift_after_turn": 5, "drift_pacing_delta": 0.11225534698562761}, "turn": 1015, "user_id": "u_001", "content_features": {"pacing_speed": 0.651, "plot_progress": 0.706, "romance_tension": 0.613, "female_agency": 0.765, "lore_density": 0.405, "novelty": 0.643, "coherence": 0.92, "emotional_peak": 0.75, "trope_misunderstanding": 0.0}, "utility": 0.6915, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 26.7, "dwell_z": 0.136, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0016", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_001", "pacing_preference": 0.6969874390261536, "plot_progress_preference": 0.7339799736311873, "agency_preference": 0.7546073509563614, "romance_tension_preference": 0.6997252204028721, "lore_tolerance": 0.43105527659579956, "novelty_preference": 0.6273418768425597, "emotional_peak_preference": 0.651014393603103, "misunderstanding_taboo": 0.8406189584724564, "drift_after_turn": 5, "drift_pacing_delta": 0.11225534698562761}, "turn": 1016, "user_id": "u_001", "content_features": {"pacing_speed": 0.681, "plot_progress": 0.626, "romance_tension": 0.611, "female_agency": 0.85, "lore_density": 0.356, "novelty": 0.608, "coherence": 0.858, "emotional_peak": 0.675, "trope_misunderstanding": 0.0}, "utility": 0.6937, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 24.93, "dwell_z": 0.226, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0017", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_001", "pacing_preference": 0.6969874390261536, "plot_progress_preference": 0.7339799736311873, "agency_preference": 0.7546073509563614, "romance_tension_preference": 0.6997252204028721, "lore_tolerance": 0.43105527659579956, "novelty_preference": 0.6273418768425597, "emotional_peak_preference": 0.651014393603103, "misunderstanding_taboo": 0.8406189584724564, "drift_after_turn": 5, "drift_pacing_delta": 0.11225534698562761}, "turn": 1017, "user_id": "u_001", "content_features": {"pacing_speed": 0.663, "plot_progress": 0.789, "romance_tension": 0.573, "female_agency": 0.755, "lore_density": 0.348, "novelty": 0.524, "coherence": 0.885, "emotional_peak": 0.657, "trope_misunderstanding": 0.0}, "utility": 0.7011, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 22.65, "dwell_z": -0.117, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0018", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_001", "pacing_preference": 0.6969874390261536, "plot_progress_preference": 0.7339799736311873, "agency_preference": 0.7546073509563614, "romance_tension_preference": 0.6997252204028721, "lore_tolerance": 0.43105527659579956, "novelty_preference": 0.6273418768425597, "emotional_peak_preference": 0.651014393603103, "misunderstanding_taboo": 0.8406189584724564, "drift_after_turn": 5, "drift_pacing_delta": 0.11225534698562761}, "turn": 1018, "user_id": "u_001", "content_features": {"pacing_speed": 0.769, "plot_progress": 0.806, "romance_tension": 0.56, "female_agency": 0.853, "lore_density": 0.416, "novelty": 0.609, "coherence": 0.918, "emotional_peak": 0.696, "trope_misunderstanding": 0.0}, "utility": 0.7755, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 27.0, "dwell_z": 0.024, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0019", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_001", "pacing_preference": 0.6969874390261536, "plot_progress_preference": 0.7339799736311873, "agency_preference": 0.7546073509563614, "romance_tension_preference": 0.6997252204028721, "lore_tolerance": 0.43105527659579956, "novelty_preference": 0.6273418768425597, "emotional_peak_preference": 0.651014393603103, "misunderstanding_taboo": 0.8406189584724564, "drift_after_turn": 5, "drift_pacing_delta": 0.11225534698562761}, "turn": 1019, "user_id": "u_001", "content_features": {"pacing_speed": 0.657, "plot_progress": 0.632, "romance_tension": 0.712, "female_agency": 0.793, "lore_density": 0.413, "novelty": 0.578, "coherence": 0.912, "emotional_peak": 0.705, "trope_misunderstanding": 0.0}, "utility": 0.7515, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 26.52, "dwell_z": 0.227, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0020", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_002", "pacing_preference": 0.6701569841912309, "plot_progress_preference": 0.7426788507726321, "agency_preference": 0.8074757391305794, "romance_tension_preference": 0.574247323192327, "lore_tolerance": 0.53947329795927, "novelty_preference": 0.6218338793201106, "emotional_peak_preference": 0.645087055138984, "misunderstanding_taboo": 0.8562377648099566, "drift_after_turn": 6, "drift_pacing_delta": 0.08138880172547727}, "turn": 1020, "user_id": "u_002", "content_features": {"pacing_speed": 0.685, "plot_progress": 0.812, "romance_tension": 0.659, "female_agency": 0.856, "lore_density": 0.448, "novelty": 0.677, "coherence": 0.938, "emotional_peak": 0.686, "trope_misunderstanding": 0.0}, "utility": 0.7257, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 24.66, "dwell_z": -0.006, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0021", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_002", "pacing_preference": 0.6701569841912309, "plot_progress_preference": 0.7426788507726321, "agency_preference": 0.8074757391305794, "romance_tension_preference": 0.574247323192327, "lore_tolerance": 0.53947329795927, "novelty_preference": 0.6218338793201106, "emotional_peak_preference": 0.645087055138984, "misunderstanding_taboo": 0.8562377648099566, "drift_after_turn": 6, "drift_pacing_delta": 0.08138880172547727}, "turn": 1021, "user_id": "u_002", "content_features": {"pacing_speed": 0.76, "plot_progress": 0.756, "romance_tension": 0.581, "female_agency": 0.732, "lore_density": 0.44, "novelty": 0.57, "coherence": 0.903, "emotional_peak": 0.687, "trope_misunderstanding": 0.0}, "utility": 0.7681, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 27.24, "dwell_z": 0.119, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0022", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_002", "pacing_preference": 0.6701569841912309, "plot_progress_preference": 0.7426788507726321, "agency_preference": 0.8074757391305794, "romance_tension_preference": 0.574247323192327, "lore_tolerance": 0.53947329795927, "novelty_preference": 0.6218338793201106, "emotional_peak_preference": 0.645087055138984, "misunderstanding_taboo": 0.8562377648099566, "drift_after_turn": 6, "drift_pacing_delta": 0.08138880172547727}, "turn": 1022, "user_id": "u_002", "content_features": {"pacing_speed": 0.679, "plot_progress": 0.756, "romance_tension": 0.684, "female_agency": 0.831, "lore_density": 0.389, "novelty": 0.663, "coherence": 0.908, "emotional_peak": 0.598, "trope_misunderstanding": 0.0}, "utility": 0.7317, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 22.79, "dwell_z": -0.089, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0023", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_002", "pacing_preference": 0.6701569841912309, "plot_progress_preference": 0.7426788507726321, "agency_preference": 0.8074757391305794, "romance_tension_preference": 0.574247323192327, "lore_tolerance": 0.53947329795927, "novelty_preference": 0.6218338793201106, "emotional_peak_preference": 0.645087055138984, "misunderstanding_taboo": 0.8562377648099566, "drift_after_turn": 6, "drift_pacing_delta": 0.08138880172547727}, "turn": 1023, "user_id": "u_002", "content_features": {"pacing_speed": 0.707, "plot_progress": 0.811, "romance_tension": 0.719, "female_agency": 0.863, "lore_density": 0.311, "novelty": 0.666, "coherence": 0.872, "emotional_peak": 0.584, "trope_misunderstanding": 0.0}, "utility": 0.7561, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 26.39, "dwell_z": 0.209, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0024", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_002", "pacing_preference": 0.6701569841912309, "plot_progress_preference": 0.7426788507726321, "agency_preference": 0.8074757391305794, "romance_tension_preference": 0.574247323192327, "lore_tolerance": 0.53947329795927, "novelty_preference": 0.6218338793201106, "emotional_peak_preference": 0.645087055138984, "misunderstanding_taboo": 0.8562377648099566, "drift_after_turn": 6, "drift_pacing_delta": 0.08138880172547727}, "turn": 1024, "user_id": "u_002", "content_features": {"pacing_speed": 0.651, "plot_progress": 0.67, "romance_tension": 0.585, "female_agency": 0.717, "lore_density": 0.378, "novelty": 0.645, "coherence": 0.869, "emotional_peak": 0.756, "trope_misunderstanding": 0.0}, "utility": 0.7577, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 23.3, "dwell_z": 0.187, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0025", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_002", "pacing_preference": 0.6701569841912309, "plot_progress_preference": 0.7426788507726321, "agency_preference": 0.8074757391305794, "romance_tension_preference": 0.574247323192327, "lore_tolerance": 0.53947329795927, "novelty_preference": 0.6218338793201106, "emotional_peak_preference": 0.645087055138984, "misunderstanding_taboo": 0.8562377648099566, "drift_after_turn": 6, "drift_pacing_delta": 0.08138880172547727}, "turn": 1025, "user_id": "u_002", "content_features": {"pacing_speed": 0.698, "plot_progress": 0.66, "romance_tension": 0.686, "female_agency": 0.854, "lore_density": 0.322, "novelty": 0.65, "coherence": 0.853, "emotional_peak": 0.707, "trope_misunderstanding": 0.0}, "utility": 0.7708, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 22.49, "dwell_z": 0.094, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0026", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_002", "pacing_preference": 0.6701569841912309, "plot_progress_preference": 0.7426788507726321, "agency_preference": 0.8074757391305794, "romance_tension_preference": 0.574247323192327, "lore_tolerance": 0.53947329795927, "novelty_preference": 0.6218338793201106, "emotional_peak_preference": 0.645087055138984, "misunderstanding_taboo": 0.8562377648099566, "drift_after_turn": 6, "drift_pacing_delta": 0.08138880172547727}, "turn": 1026, "user_id": "u_002", "content_features": {"pacing_speed": 0.755, "plot_progress": 0.645, "romance_tension": 0.632, "female_agency": 0.822, "lore_density": 0.364, "novelty": 0.605, "coherence": 0.832, "emotional_peak": 0.661, "trope_misunderstanding": 0.0}, "utility": 0.773, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 27.08, "dwell_z": -0.127, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0027", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_002", "pacing_preference": 0.6701569841912309, "plot_progress_preference": 0.7426788507726321, "agency_preference": 0.8074757391305794, "romance_tension_preference": 0.574247323192327, "lore_tolerance": 0.53947329795927, "novelty_preference": 0.6218338793201106, "emotional_peak_preference": 0.645087055138984, "misunderstanding_taboo": 0.8562377648099566, "drift_after_turn": 6, "drift_pacing_delta": 0.08138880172547727}, "turn": 1027, "user_id": "u_002", "content_features": {"pacing_speed": 0.702, "plot_progress": 0.708, "romance_tension": 0.564, "female_agency": 0.793, "lore_density": 0.332, "novelty": 0.636, "coherence": 0.823, "emotional_peak": 0.72, "trope_misunderstanding": 0.0}, "utility": 0.734, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 27.26, "dwell_z": -0.12, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0028", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_002", "pacing_preference": 0.6701569841912309, "plot_progress_preference": 0.7426788507726321, "agency_preference": 0.8074757391305794, "romance_tension_preference": 0.574247323192327, "lore_tolerance": 0.53947329795927, "novelty_preference": 0.6218338793201106, "emotional_peak_preference": 0.645087055138984, "misunderstanding_taboo": 0.8562377648099566, "drift_after_turn": 6, "drift_pacing_delta": 0.08138880172547727}, "turn": 1028, "user_id": "u_002", "content_features": {"pacing_speed": 0.633, "plot_progress": 0.643, "romance_tension": 0.682, "female_agency": 0.775, "lore_density": 0.461, "novelty": 0.567, "coherence": 0.904, "emotional_peak": 0.608, "trope_misunderstanding": 0.0}, "utility": 0.6956, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 22.58, "dwell_z": 0.045, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0029", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_002", "pacing_preference": 0.6701569841912309, "plot_progress_preference": 0.7426788507726321, "agency_preference": 0.8074757391305794, "romance_tension_preference": 0.574247323192327, "lore_tolerance": 0.53947329795927, "novelty_preference": 0.6218338793201106, "emotional_peak_preference": 0.645087055138984, "misunderstanding_taboo": 0.8562377648099566, "drift_after_turn": 6, "drift_pacing_delta": 0.08138880172547727}, "turn": 1029, "user_id": "u_002", "content_features": {"pacing_speed": 0.661, "plot_progress": 0.652, "romance_tension": 0.676, "female_agency": 0.845, "lore_density": 0.315, "novelty": 0.648, "coherence": 0.865, "emotional_peak": 0.603, "trope_misunderstanding": 0.0}, "utility": 0.7331, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 25.82, "dwell_z": 0.04, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0030", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_003", "pacing_preference": 0.6997833012978627, "plot_progress_preference": 0.670275263234591, "agency_preference": 0.7564126923277723, "romance_tension_preference": 0.6361211401748829, "lore_tolerance": 0.4090811659429937, "novelty_preference": 0.6442125760926848, "emotional_peak_preference": 0.7317293377017264, "misunderstanding_taboo": 0.7833389024318285, "drift_after_turn": 7, "drift_pacing_delta": 0.10493638053617999}, "turn": 1030, "user_id": "u_003", "content_features": {"pacing_speed": 0.64, "plot_progress": 0.813, "romance_tension": 0.587, "female_agency": 0.754, "lore_density": 0.322, "novelty": 0.521, "coherence": 0.869, "emotional_peak": 0.751, "trope_misunderstanding": 0.0}, "utility": 0.7396, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 26.55, "dwell_z": 0.082, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0031", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_003", "pacing_preference": 0.6997833012978627, "plot_progress_preference": 0.670275263234591, "agency_preference": 0.7564126923277723, "romance_tension_preference": 0.6361211401748829, "lore_tolerance": 0.4090811659429937, "novelty_preference": 0.6442125760926848, "emotional_peak_preference": 0.7317293377017264, "misunderstanding_taboo": 0.7833389024318285, "drift_after_turn": 7, "drift_pacing_delta": 0.10493638053617999}, "turn": 1031, "user_id": "u_003", "content_features": {"pacing_speed": 0.628, "plot_progress": 0.739, "romance_tension": 0.601, "female_agency": 0.87, "lore_density": 0.43, "novelty": 0.677, "coherence": 0.856, "emotional_peak": 0.678, "trope_misunderstanding": 0.0}, "utility": 0.7743, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 28.64, "dwell_z": 0.111, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0032", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_003", "pacing_preference": 0.6997833012978627, "plot_progress_preference": 0.670275263234591, "agency_preference": 0.7564126923277723, "romance_tension_preference": 0.6361211401748829, "lore_tolerance": 0.4090811659429937, "novelty_preference": 0.6442125760926848, "emotional_peak_preference": 0.7317293377017264, "misunderstanding_taboo": 0.7833389024318285, "drift_after_turn": 7, "drift_pacing_delta": 0.10493638053617999}, "turn": 1032, "user_id": "u_003", "content_features": {"pacing_speed": 0.713, "plot_progress": 0.627, "romance_tension": 0.696, "female_agency": 0.707, "lore_density": 0.357, "novelty": 0.533, "coherence": 0.828, "emotional_peak": 0.609, "trope_misunderstanding": 0.0}, "utility": 0.778, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 24.94, "dwell_z": 0.028, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0033", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_003", "pacing_preference": 0.6997833012978627, "plot_progress_preference": 0.670275263234591, "agency_preference": 0.7564126923277723, "romance_tension_preference": 0.6361211401748829, "lore_tolerance": 0.4090811659429937, "novelty_preference": 0.6442125760926848, "emotional_peak_preference": 0.7317293377017264, "misunderstanding_taboo": 0.7833389024318285, "drift_after_turn": 7, "drift_pacing_delta": 0.10493638053617999}, "turn": 1033, "user_id": "u_003", "content_features": {"pacing_speed": 0.709, "plot_progress": 0.68, "romance_tension": 0.544, "female_agency": 0.759, "lore_density": 0.336, "novelty": 0.646, "coherence": 0.89, "emotional_peak": 0.68, "trope_misunderstanding": 0.0}, "utility": 0.7615, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 27.07, "dwell_z": 0.11, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0034", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_003", "pacing_preference": 0.6997833012978627, "plot_progress_preference": 0.670275263234591, "agency_preference": 0.7564126923277723, "romance_tension_preference": 0.6361211401748829, "lore_tolerance": 0.4090811659429937, "novelty_preference": 0.6442125760926848, "emotional_peak_preference": 0.7317293377017264, "misunderstanding_taboo": 0.7833389024318285, "drift_after_turn": 7, "drift_pacing_delta": 0.10493638053617999}, "turn": 1034, "user_id": "u_003", "content_features": {"pacing_speed": 0.687, "plot_progress": 0.678, "romance_tension": 0.584, "female_agency": 0.838, "lore_density": 0.342, "novelty": 0.538, "coherence": 0.901, "emotional_peak": 0.701, "trope_misunderstanding": 0.0}, "utility": 0.7069, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 22.45, "dwell_z": 0.158, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0035", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_003", "pacing_preference": 0.6997833012978627, "plot_progress_preference": 0.670275263234591, "agency_preference": 0.7564126923277723, "romance_tension_preference": 0.6361211401748829, "lore_tolerance": 0.4090811659429937, "novelty_preference": 0.6442125760926848, "emotional_peak_preference": 0.7317293377017264, "misunderstanding_taboo": 0.7833389024318285, "drift_after_turn": 7, "drift_pacing_delta": 0.10493638053617999}, "turn": 1035, "user_id": "u_003", "content_features": {"pacing_speed": 0.676, "plot_progress": 0.809, "romance_tension": 0.686, "female_agency": 0.704, "lore_density": 0.442, "novelty": 0.631, "coherence": 0.93, "emotional_peak": 0.594, "trope_misunderstanding": 0.0}, "utility": 0.7658, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 26.83, "dwell_z": -0.068, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0036", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_003", "pacing_preference": 0.6997833012978627, "plot_progress_preference": 0.670275263234591, "agency_preference": 0.7564126923277723, "romance_tension_preference": 0.6361211401748829, "lore_tolerance": 0.4090811659429937, "novelty_preference": 0.6442125760926848, "emotional_peak_preference": 0.7317293377017264, "misunderstanding_taboo": 0.7833389024318285, "drift_after_turn": 7, "drift_pacing_delta": 0.10493638053617999}, "turn": 1036, "user_id": "u_003", "content_features": {"pacing_speed": 0.657, "plot_progress": 0.635, "romance_tension": 0.656, "female_agency": 0.748, "lore_density": 0.321, "novelty": 0.594, "coherence": 0.855, "emotional_peak": 0.621, "trope_misunderstanding": 0.0}, "utility": 0.72, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 24.68, "dwell_z": -0.128, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0037", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_003", "pacing_preference": 0.6997833012978627, "plot_progress_preference": 0.670275263234591, "agency_preference": 0.7564126923277723, "romance_tension_preference": 0.6361211401748829, "lore_tolerance": 0.4090811659429937, "novelty_preference": 0.6442125760926848, "emotional_peak_preference": 0.7317293377017264, "misunderstanding_taboo": 0.7833389024318285, "drift_after_turn": 7, "drift_pacing_delta": 0.10493638053617999}, "turn": 1037, "user_id": "u_003", "content_features": {"pacing_speed": 0.747, "plot_progress": 0.691, "romance_tension": 0.716, "female_agency": 0.749, "lore_density": 0.373, "novelty": 0.634, "coherence": 0.91, "emotional_peak": 0.63, "trope_misunderstanding": 0.0}, "utility": 0.772, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 23.52, "dwell_z": 0.176, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0038", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_003", "pacing_preference": 0.6997833012978627, "plot_progress_preference": 0.670275263234591, "agency_preference": 0.7564126923277723, "romance_tension_preference": 0.6361211401748829, "lore_tolerance": 0.4090811659429937, "novelty_preference": 0.6442125760926848, "emotional_peak_preference": 0.7317293377017264, "misunderstanding_taboo": 0.7833389024318285, "drift_after_turn": 7, "drift_pacing_delta": 0.10493638053617999}, "turn": 1038, "user_id": "u_003", "content_features": {"pacing_speed": 0.626, "plot_progress": 0.649, "romance_tension": 0.71, "female_agency": 0.757, "lore_density": 0.343, "novelty": 0.649, "coherence": 0.84, "emotional_peak": 0.664, "trope_misunderstanding": 0.0}, "utility": 0.6941, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 26.02, "dwell_z": -0.145, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0039", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_003", "pacing_preference": 0.6997833012978627, "plot_progress_preference": 0.670275263234591, "agency_preference": 0.7564126923277723, "romance_tension_preference": 0.6361211401748829, "lore_tolerance": 0.4090811659429937, "novelty_preference": 0.6442125760926848, "emotional_peak_preference": 0.7317293377017264, "misunderstanding_taboo": 0.7833389024318285, "drift_after_turn": 7, "drift_pacing_delta": 0.10493638053617999}, "turn": 1039, "user_id": "u_003", "content_features": {"pacing_speed": 0.704, "plot_progress": 0.668, "romance_tension": 0.689, "female_agency": 0.773, "lore_density": 0.364, "novelty": 0.646, "coherence": 0.843, "emotional_peak": 0.587, "trope_misunderstanding": 0.0}, "utility": 0.7209, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 22.44, "dwell_z": -0.116, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0040", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_004", "pacing_preference": 0.6918797775983107, "plot_progress_preference": 0.7201369540968674, "agency_preference": 0.8165637602126454, "romance_tension_preference": 0.5714244974541056, "lore_tolerance": 0.41045907766151996, "novelty_preference": 0.6518811887974306, "emotional_peak_preference": 0.6799679981943184, "misunderstanding_taboo": 0.8097899775708626, "drift_after_turn": 6, "drift_pacing_delta": 0.08733339078659975}, "turn": 1040, "user_id": "u_004", "content_features": {"pacing_speed": 0.724, "plot_progress": 0.819, "romance_tension": 0.561, "female_agency": 0.71, "lore_density": 0.352, "novelty": 0.624, "coherence": 0.841, "emotional_peak": 0.595, "trope_misunderstanding": 0.0}, "utility": 0.7535, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 22.07, "dwell_z": -0.093, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0041", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_004", "pacing_preference": 0.6918797775983107, "plot_progress_preference": 0.7201369540968674, "agency_preference": 0.8165637602126454, "romance_tension_preference": 0.5714244974541056, "lore_tolerance": 0.41045907766151996, "novelty_preference": 0.6518811887974306, "emotional_peak_preference": 0.6799679981943184, "misunderstanding_taboo": 0.8097899775708626, "drift_after_turn": 6, "drift_pacing_delta": 0.08733339078659975}, "turn": 1041, "user_id": "u_004", "content_features": {"pacing_speed": 0.646, "plot_progress": 0.677, "romance_tension": 0.693, "female_agency": 0.71, "lore_density": 0.382, "novelty": 0.521, "coherence": 0.847, "emotional_peak": 0.754, "trope_misunderstanding": 0.0}, "utility": 0.7677, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 20.01, "dwell_z": 0.168, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0042", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_004", "pacing_preference": 0.6918797775983107, "plot_progress_preference": 0.7201369540968674, "agency_preference": 0.8165637602126454, "romance_tension_preference": 0.5714244974541056, "lore_tolerance": 0.41045907766151996, "novelty_preference": 0.6518811887974306, "emotional_peak_preference": 0.6799679981943184, "misunderstanding_taboo": 0.8097899775708626, "drift_after_turn": 6, "drift_pacing_delta": 0.08733339078659975}, "turn": 1042, "user_id": "u_004", "content_features": {"pacing_speed": 0.692, "plot_progress": 0.802, "romance_tension": 0.545, "female_agency": 0.842, "lore_density": 0.362, "novelty": 0.631, "coherence": 0.88, "emotional_peak": 0.612, "trope_misunderstanding": 0.0}, "utility": 0.7252, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 25.11, "dwell_z": 0.096, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0043", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_004", "pacing_preference": 0.6918797775983107, "plot_progress_preference": 0.7201369540968674, "agency_preference": 0.8165637602126454, "romance_tension_preference": 0.5714244974541056, "lore_tolerance": 0.41045907766151996, "novelty_preference": 0.6518811887974306, "emotional_peak_preference": 0.6799679981943184, "misunderstanding_taboo": 0.8097899775708626, "drift_after_turn": 6, "drift_pacing_delta": 0.08733339078659975}, "turn": 1043, "user_id": "u_004", "content_features": {"pacing_speed": 0.753, "plot_progress": 0.655, "romance_tension": 0.578, "female_agency": 0.754, "lore_density": 0.472, "novelty": 0.622, "coherence": 0.864, "emotional_peak": 0.66, "trope_misunderstanding": 0.0}, "utility": 0.7246, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 28.77, "dwell_z": 0.102, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0044", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_004", "pacing_preference": 0.6918797775983107, "plot_progress_preference": 0.7201369540968674, "agency_preference": 0.8165637602126454, "romance_tension_preference": 0.5714244974541056, "lore_tolerance": 0.41045907766151996, "novelty_preference": 0.6518811887974306, "emotional_peak_preference": 0.6799679981943184, "misunderstanding_taboo": 0.8097899775708626, "drift_after_turn": 6, "drift_pacing_delta": 0.08733339078659975}, "turn": 1044, "user_id": "u_004", "content_features": {"pacing_speed": 0.77, "plot_progress": 0.769, "romance_tension": 0.696, "female_agency": 0.836, "lore_density": 0.436, "novelty": 0.667, "coherence": 0.936, "emotional_peak": 0.64, "trope_misunderstanding": 0.0}, "utility": 0.7251, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 26.24, "dwell_z": 0.09, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0045", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_004", "pacing_preference": 0.6918797775983107, "plot_progress_preference": 0.7201369540968674, "agency_preference": 0.8165637602126454, "romance_tension_preference": 0.5714244974541056, "lore_tolerance": 0.41045907766151996, "novelty_preference": 0.6518811887974306, "emotional_peak_preference": 0.6799679981943184, "misunderstanding_taboo": 0.8097899775708626, "drift_after_turn": 6, "drift_pacing_delta": 0.08733339078659975}, "turn": 1045, "user_id": "u_004", "content_features": {"pacing_speed": 0.729, "plot_progress": 0.654, "romance_tension": 0.615, "female_agency": 0.83, "lore_density": 0.338, "novelty": 0.539, "coherence": 0.908, "emotional_peak": 0.586, "trope_misunderstanding": 0.0}, "utility": 0.7538, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 24.53, "dwell_z": 0.018, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0046", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_004", "pacing_preference": 0.6918797775983107, "plot_progress_preference": 0.7201369540968674, "agency_preference": 0.8165637602126454, "romance_tension_preference": 0.5714244974541056, "lore_tolerance": 0.41045907766151996, "novelty_preference": 0.6518811887974306, "emotional_peak_preference": 0.6799679981943184, "misunderstanding_taboo": 0.8097899775708626, "drift_after_turn": 6, "drift_pacing_delta": 0.08733339078659975}, "turn": 1046, "user_id": "u_004", "content_features": {"pacing_speed": 0.678, "plot_progress": 0.657, "romance_tension": 0.649, "female_agency": 0.864, "lore_density": 0.463, "novelty": 0.573, "coherence": 0.868, "emotional_peak": 0.655, "trope_misunderstanding": 0.0}, "utility": 0.7652, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 23.64, "dwell_z": 0.03, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0047", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_004", "pacing_preference": 0.6918797775983107, "plot_progress_preference": 0.7201369540968674, "agency_preference": 0.8165637602126454, "romance_tension_preference": 0.5714244974541056, "lore_tolerance": 0.41045907766151996, "novelty_preference": 0.6518811887974306, "emotional_peak_preference": 0.6799679981943184, "misunderstanding_taboo": 0.8097899775708626, "drift_after_turn": 6, "drift_pacing_delta": 0.08733339078659975}, "turn": 1047, "user_id": "u_004", "content_features": {"pacing_speed": 0.66, "plot_progress": 0.633, "romance_tension": 0.63, "female_agency": 0.847, "lore_density": 0.442, "novelty": 0.555, "coherence": 0.926, "emotional_peak": 0.628, "trope_misunderstanding": 0.0}, "utility": 0.7167, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 26.35, "dwell_z": 0.021, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0048", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_004", "pacing_preference": 0.6918797775983107, "plot_progress_preference": 0.7201369540968674, "agency_preference": 0.8165637602126454, "romance_tension_preference": 0.5714244974541056, "lore_tolerance": 0.41045907766151996, "novelty_preference": 0.6518811887974306, "emotional_peak_preference": 0.6799679981943184, "misunderstanding_taboo": 0.8097899775708626, "drift_after_turn": 6, "drift_pacing_delta": 0.08733339078659975}, "turn": 1048, "user_id": "u_004", "content_features": {"pacing_speed": 0.718, "plot_progress": 0.753, "romance_tension": 0.582, "female_agency": 0.877, "lore_density": 0.38, "novelty": 0.609, "coherence": 0.891, "emotional_peak": 0.582, "trope_misunderstanding": 0.0}, "utility": 0.7706, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 21.53, "dwell_z": 0.099, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0049", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_004", "pacing_preference": 0.6918797775983107, "plot_progress_preference": 0.7201369540968674, "agency_preference": 0.8165637602126454, "romance_tension_preference": 0.5714244974541056, "lore_tolerance": 0.41045907766151996, "novelty_preference": 0.6518811887974306, "emotional_peak_preference": 0.6799679981943184, "misunderstanding_taboo": 0.8097899775708626, "drift_after_turn": 6, "drift_pacing_delta": 0.08733339078659975}, "turn": 1049, "user_id": "u_004", "content_features": {"pacing_speed": 0.718, "plot_progress": 0.73, "romance_tension": 0.7, "female_agency": 0.833, "lore_density": 0.317, "novelty": 0.679, "coherence": 0.911, "emotional_peak": 0.713, "trope_misunderstanding": 0.0}, "utility": 0.7637, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 24.61, "dwell_z": -0.129, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0050", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_005", "pacing_preference": 0.6490365736140931, "plot_progress_preference": 0.6630852166903431, "agency_preference": 0.7877808712196898, "romance_tension_preference": 0.5684872677640993, "lore_tolerance": 0.4211994750951938, "novelty_preference": 0.5942557689710347, "emotional_peak_preference": 0.6901081563928022, "misunderstanding_taboo": 0.7970663315917944, "drift_after_turn": 6, "drift_pacing_delta": 0.08651495809622524}, "turn": 1050, "user_id": "u_005", "content_features": {"pacing_speed": 0.758, "plot_progress": 0.689, "romance_tension": 0.588, "female_agency": 0.711, "lore_density": 0.421, "novelty": 0.643, "coherence": 0.932, "emotional_peak": 0.717, "trope_misunderstanding": 0.0}, "utility": 0.7025, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 23.33, "dwell_z": 0.121, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0051", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_005", "pacing_preference": 0.6490365736140931, "plot_progress_preference": 0.6630852166903431, "agency_preference": 0.7877808712196898, "romance_tension_preference": 0.5684872677640993, "lore_tolerance": 0.4211994750951938, "novelty_preference": 0.5942557689710347, "emotional_peak_preference": 0.6901081563928022, "misunderstanding_taboo": 0.7970663315917944, "drift_after_turn": 6, "drift_pacing_delta": 0.08651495809622524}, "turn": 1051, "user_id": "u_005", "content_features": {"pacing_speed": 0.625, "plot_progress": 0.753, "romance_tension": 0.55, "female_agency": 0.837, "lore_density": 0.395, "novelty": 0.663, "coherence": 0.875, "emotional_peak": 0.676, "trope_misunderstanding": 0.0}, "utility": 0.6921, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 22.71, "dwell_z": -0.101, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0052", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_005", "pacing_preference": 0.6490365736140931, "plot_progress_preference": 0.6630852166903431, "agency_preference": 0.7877808712196898, "romance_tension_preference": 0.5684872677640993, "lore_tolerance": 0.4211994750951938, "novelty_preference": 0.5942557689710347, "emotional_peak_preference": 0.6901081563928022, "misunderstanding_taboo": 0.7970663315917944, "drift_after_turn": 6, "drift_pacing_delta": 0.08651495809622524}, "turn": 1052, "user_id": "u_005", "content_features": {"pacing_speed": 0.733, "plot_progress": 0.694, "romance_tension": 0.615, "female_agency": 0.738, "lore_density": 0.412, "novelty": 0.616, "coherence": 0.935, "emotional_peak": 0.585, "trope_misunderstanding": 0.0}, "utility": 0.7297, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 21.59, "dwell_z": -0.015, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0053", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_005", "pacing_preference": 0.6490365736140931, "plot_progress_preference": 0.6630852166903431, "agency_preference": 0.7877808712196898, "romance_tension_preference": 0.5684872677640993, "lore_tolerance": 0.4211994750951938, "novelty_preference": 0.5942557689710347, "emotional_peak_preference": 0.6901081563928022, "misunderstanding_taboo": 0.7970663315917944, "drift_after_turn": 6, "drift_pacing_delta": 0.08651495809622524}, "turn": 1053, "user_id": "u_005", "content_features": {"pacing_speed": 0.774, "plot_progress": 0.732, "romance_tension": 0.648, "female_agency": 0.832, "lore_density": 0.403, "novelty": 0.63, "coherence": 0.907, "emotional_peak": 0.683, "trope_misunderstanding": 0.0}, "utility": 0.7441, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 25.66, "dwell_z": 0.245, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0054", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_005", "pacing_preference": 0.6490365736140931, "plot_progress_preference": 0.6630852166903431, "agency_preference": 0.7877808712196898, "romance_tension_preference": 0.5684872677640993, "lore_tolerance": 0.4211994750951938, "novelty_preference": 0.5942557689710347, "emotional_peak_preference": 0.6901081563928022, "misunderstanding_taboo": 0.7970663315917944, "drift_after_turn": 6, "drift_pacing_delta": 0.08651495809622524}, "turn": 1054, "user_id": "u_005", "content_features": {"pacing_speed": 0.674, "plot_progress": 0.701, "romance_tension": 0.629, "female_agency": 0.766, "lore_density": 0.445, "novelty": 0.63, "coherence": 0.844, "emotional_peak": 0.751, "trope_misunderstanding": 0.0}, "utility": 0.7057, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 28.67, "dwell_z": -0.068, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0055", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_005", "pacing_preference": 0.6490365736140931, "plot_progress_preference": 0.6630852166903431, "agency_preference": 0.7877808712196898, "romance_tension_preference": 0.5684872677640993, "lore_tolerance": 0.4211994750951938, "novelty_preference": 0.5942557689710347, "emotional_peak_preference": 0.6901081563928022, "misunderstanding_taboo": 0.7970663315917944, "drift_after_turn": 6, "drift_pacing_delta": 0.08651495809622524}, "turn": 1055, "user_id": "u_005", "content_features": {"pacing_speed": 0.667, "plot_progress": 0.722, "romance_tension": 0.613, "female_agency": 0.835, "lore_density": 0.428, "novelty": 0.532, "coherence": 0.853, "emotional_peak": 0.613, "trope_misunderstanding": 0.0}, "utility": 0.7258, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 24.5, "dwell_z": 0.021, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0056", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_005", "pacing_preference": 0.6490365736140931, "plot_progress_preference": 0.6630852166903431, "agency_preference": 0.7877808712196898, "romance_tension_preference": 0.5684872677640993, "lore_tolerance": 0.4211994750951938, "novelty_preference": 0.5942557689710347, "emotional_peak_preference": 0.6901081563928022, "misunderstanding_taboo": 0.7970663315917944, "drift_after_turn": 6, "drift_pacing_delta": 0.08651495809622524}, "turn": 1056, "user_id": "u_005", "content_features": {"pacing_speed": 0.719, "plot_progress": 0.82, "romance_tension": 0.655, "female_agency": 0.74, "lore_density": 0.411, "novelty": 0.631, "coherence": 0.855, "emotional_peak": 0.685, "trope_misunderstanding": 0.0}, "utility": 0.7335, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 28.86, "dwell_z": -0.103, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0057", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_005", "pacing_preference": 0.6490365736140931, "plot_progress_preference": 0.6630852166903431, "agency_preference": 0.7877808712196898, "romance_tension_preference": 0.5684872677640993, "lore_tolerance": 0.4211994750951938, "novelty_preference": 0.5942557689710347, "emotional_peak_preference": 0.6901081563928022, "misunderstanding_taboo": 0.7970663315917944, "drift_after_turn": 6, "drift_pacing_delta": 0.08651495809622524}, "turn": 1057, "user_id": "u_005", "content_features": {"pacing_speed": 0.702, "plot_progress": 0.817, "romance_tension": 0.629, "female_agency": 0.772, "lore_density": 0.355, "novelty": 0.561, "coherence": 0.933, "emotional_peak": 0.742, "trope_misunderstanding": 0.0}, "utility": 0.7509, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 20.34, "dwell_z": -0.004, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0058", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_005", "pacing_preference": 0.6490365736140931, "plot_progress_preference": 0.6630852166903431, "agency_preference": 0.7877808712196898, "romance_tension_preference": 0.5684872677640993, "lore_tolerance": 0.4211994750951938, "novelty_preference": 0.5942557689710347, "emotional_peak_preference": 0.6901081563928022, "misunderstanding_taboo": 0.7970663315917944, "drift_after_turn": 6, "drift_pacing_delta": 0.08651495809622524}, "turn": 1058, "user_id": "u_005", "content_features": {"pacing_speed": 0.747, "plot_progress": 0.667, "romance_tension": 0.695, "female_agency": 0.806, "lore_density": 0.318, "novelty": 0.537, "coherence": 0.862, "emotional_peak": 0.674, "trope_misunderstanding": 0.0}, "utility": 0.7416, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 26.8, "dwell_z": 0.169, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0059", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_005", "pacing_preference": 0.6490365736140931, "plot_progress_preference": 0.6630852166903431, "agency_preference": 0.7877808712196898, "romance_tension_preference": 0.5684872677640993, "lore_tolerance": 0.4211994750951938, "novelty_preference": 0.5942557689710347, "emotional_peak_preference": 0.6901081563928022, "misunderstanding_taboo": 0.7970663315917944, "drift_after_turn": 6, "drift_pacing_delta": 0.08651495809622524}, "turn": 1059, "user_id": "u_005", "content_features": {"pacing_speed": 0.726, "plot_progress": 0.663, "romance_tension": 0.697, "female_agency": 0.792, "lore_density": 0.428, "novelty": 0.656, "coherence": 0.916, "emotional_peak": 0.676, "trope_misunderstanding": 0.0}, "utility": 0.732, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 27.95, "dwell_z": 0.205, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0060", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_006", "pacing_preference": 0.683849524304936, "plot_progress_preference": 0.6845831823338054, "agency_preference": 0.8075880870853303, "romance_tension_preference": 0.586175589664855, "lore_tolerance": 0.4816552042093999, "novelty_preference": 0.5750102846538013, "emotional_peak_preference": 0.689859271364199, "misunderstanding_taboo": 0.8579087037040853, "drift_after_turn": 5, "drift_pacing_delta": 0.11389681292912462}, "turn": 1060, "user_id": "u_006", "content_features": {"pacing_speed": 0.664, "plot_progress": 0.627, "romance_tension": 0.69, "female_agency": 0.705, "lore_density": 0.473, "novelty": 0.648, "coherence": 0.907, "emotional_peak": 0.596, "trope_misunderstanding": 0.0}, "utility": 0.7169, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 25.15, "dwell_z": 0.075, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0061", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_006", "pacing_preference": 0.683849524304936, "plot_progress_preference": 0.6845831823338054, "agency_preference": 0.8075880870853303, "romance_tension_preference": 0.586175589664855, "lore_tolerance": 0.4816552042093999, "novelty_preference": 0.5750102846538013, "emotional_peak_preference": 0.689859271364199, "misunderstanding_taboo": 0.8579087037040853, "drift_after_turn": 5, "drift_pacing_delta": 0.11389681292912462}, "turn": 1061, "user_id": "u_006", "content_features": {"pacing_speed": 0.716, "plot_progress": 0.676, "romance_tension": 0.582, "female_agency": 0.762, "lore_density": 0.315, "novelty": 0.622, "coherence": 0.933, "emotional_peak": 0.734, "trope_misunderstanding": 0.0}, "utility": 0.7028, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 26.71, "dwell_z": -0.043, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0062", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_006", "pacing_preference": 0.683849524304936, "plot_progress_preference": 0.6845831823338054, "agency_preference": 0.8075880870853303, "romance_tension_preference": 0.586175589664855, "lore_tolerance": 0.4816552042093999, "novelty_preference": 0.5750102846538013, "emotional_peak_preference": 0.689859271364199, "misunderstanding_taboo": 0.8579087037040853, "drift_after_turn": 5, "drift_pacing_delta": 0.11389681292912462}, "turn": 1062, "user_id": "u_006", "content_features": {"pacing_speed": 0.628, "plot_progress": 0.782, "romance_tension": 0.677, "female_agency": 0.823, "lore_density": 0.302, "novelty": 0.654, "coherence": 0.92, "emotional_peak": 0.681, "trope_misunderstanding": 0.0}, "utility": 0.7485, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 25.48, "dwell_z": -0.137, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0063", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_006", "pacing_preference": 0.683849524304936, "plot_progress_preference": 0.6845831823338054, "agency_preference": 0.8075880870853303, "romance_tension_preference": 0.586175589664855, "lore_tolerance": 0.4816552042093999, "novelty_preference": 0.5750102846538013, "emotional_peak_preference": 0.689859271364199, "misunderstanding_taboo": 0.8579087037040853, "drift_after_turn": 5, "drift_pacing_delta": 0.11389681292912462}, "turn": 1063, "user_id": "u_006", "content_features": {"pacing_speed": 0.682, "plot_progress": 0.789, "romance_tension": 0.656, "female_agency": 0.747, "lore_density": 0.474, "novelty": 0.553, "coherence": 0.847, "emotional_peak": 0.696, "trope_misunderstanding": 0.0}, "utility": 0.7623, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 28.98, "dwell_z": -0.008, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0064", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_006", "pacing_preference": 0.683849524304936, "plot_progress_preference": 0.6845831823338054, "agency_preference": 0.8075880870853303, "romance_tension_preference": 0.586175589664855, "lore_tolerance": 0.4816552042093999, "novelty_preference": 0.5750102846538013, "emotional_peak_preference": 0.689859271364199, "misunderstanding_taboo": 0.8579087037040853, "drift_after_turn": 5, "drift_pacing_delta": 0.11389681292912462}, "turn": 1064, "user_id": "u_006", "content_features": {"pacing_speed": 0.78, "plot_progress": 0.73, "romance_tension": 0.575, "female_agency": 0.784, "lore_density": 0.477, "novelty": 0.604, "coherence": 0.92, "emotional_peak": 0.644, "trope_misunderstanding": 0.0}, "utility": 0.7619, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 27.41, "dwell_z": -0.148, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}
{"sample_id": "neutral_0065", "domain": "interactive_novel", "hidden_preference_profile": {"user_id": "u_006", "pacing_preference": 0.683849524304936, "plot_progress_preference": 0.6845831823338054, "agency_preference": 0.8075880870853303, "romance_tension_preference": 0.586175589664855, "lore_tolerance": 0.4816552042093999, "novelty_preference": 0.5750102846538013, "emotional_peak_preference": 0.689859271364199, "misunderstanding_taboo": 0.8579087037040853, "drift_after_turn": 5, "drift_pacing_delta": 0.11389681292912462}, "turn": 1065, "user_id": "u_006", "content_features": {"pacing_speed": 0.654, "plot_progress": 0.739, "romance_tension": 0.689, "female_agency": 0.76, "lore_density": 0.468, "novelty": 0.568, "coherence": 0.874, "emotional_peak": 0.741, "trope_misunderstanding": 0.0}, "utility": 0.7215, "explicit_feedback": {"like": false, "favorite": false, "rating": 3, "comment": "这段还可以，先继续观察"}, "implicit_feedback": {"dwell_time_sec": 25.42, "dwell_z": 0.234, "fast_swipe": false, "reread": false, "continue_next": true}, "gold_preference_update": [], "gold_agent_update": [], "gold_state_diff": [], "future_probe": {"probe_type": "neutral_no_update", "prompt": "Continue the story without changing durable user preferences.", "expected_behavior": "Do not write a new preference or framework rule from neutral feedback."}}