An LLM-derived valence axis projects onto EEG, but additional alignment saturates the representation and reduces accuracy while residual ensembling improves results on FACED and SEED-V.
Rewrite the following so it preserves all emotional content but uses different words and sentence structures: {story}
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A Shared Valence Axis Across Modern LLMs and Human EEG: The Saturation Regularity
An LLM-derived valence axis projects onto EEG, but additional alignment saturates the representation and reduces accuracy while residual ensembling improves results on FACED and SEED-V.