Abstract: Highlights•Emotion-induced variations in StO2 exhibit recognizable pattern differences.•StO2 can measure hidden emotions when facial expressions are deliberately controlled.•Construction and publication of the first StO2-emotion dataset.•IMF and ROI-EmbedFormer achieve over 80% recognition accuracy for six basic emotions.
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