Scene Perception Module 1

Multi-task transformer (distilroberta-base) for single-scene film analysis. Produces 256-d scene embeddings consumed by Module 2.

11 Scene-Level Heads

# Head Type Output
1 emotional_valence 4-class Positive_Uplifting, Neutral_Complex, Tension_Action, Negative_Distressing
2 conflict_nature 6-class Physical_Danger, Psychological_Tension, Interpersonal_Conflict, Moral_Dilemma, Environmental_Threat, Unknown_Threat
3 acoustic_space 6-class Interior_Small, Interior_Large, Outdoor_Natural, Outdoor_Urban, Vehicle, Abstract
4 reality_layer 5-class Present, Memory, Dream, Internal, Distorted
5 score_dynamic_shape 4-class Build_Release, Sustained, Sudden_Drop, Flat
6 scene_interaction_tone 5-class Conflict, Bonding, Expository, Negotiation, Reflective
7 pacing_intensity regression 1โ€“10
8 action_intensity regression 0โ€“10
9 scene_tension_raw regression 1โ€“10
10 scene_arousal regression 0โ€“1
11 emotion_tags multi-label 7 Anger, Joy, Sadness, Fear, Disgust, Surprise, Neutral
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