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The collected dataset represents the first multimodal dataset that provides continuous visual, physiological, and operator's bilateral motion tracking of temporal affective state shifts during bimanual teleoperation and outperforms zero-shot baselines (Qwen, MiniCPM-V in tracking temporal state dynamics).