Windows a master (~12s/50% hop), CLAP-embeds each window (new sample_semantics. embed_audio_arrays seam), runs the emotion_ontology kernel per window → (valence, arousal, top-emotion) series; median-smooths, relabels from the smoothed circumplex point, fuses short runs into emotion SECTIONS. Emits frames+sections+summary JSON — the continuous-V/A + discrete-scene lane hexa wants. Validated on Bohemian Rhapsody: caught the warm-intro → energetic-middle → tense rock-peak (A+0.77) → calm-outro arc.
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