He was at a wedding. Champagne, laughter, the rhythmic thump of music. Then, a cousin, a distant relative he barely knew, approached him. "Have you met your sister, Mark?" The woman standing beside the cousin smiled, her eyes crinkling at the corners. He felt a sudden, inexplicable need to retreat, to disappear. His throat closed up. The music seemed to fade, becoming a distant hum. The elegant ballroom, usually a place of joy, suddenly felt like a crowded, suffocating space. He stared at the woman, his mind struggling to process the impossible.

Emotion: shocked

Cluster: Surprise / Confusion
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.65

Role in Research

This story is one of 1,000 stories generated for the emotion shocked. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 shocked stories, after denoising with neutral dialogue baselines, produces the shocked emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the shocked vector is projected through the unembedding matrix.

Promoted:
будто0.298
😰0.268
sickening0.266
не0.266
que0.257
Suppressed:
enthusi-0.283
开心-0.269
ولة-0.262
ارك-0.257
উৎসাহিত-0.255