He’d been enjoying his morning coffee, the scent of the dark roast filling his study. The postmark on the letter was distant, but the name… John nearly choked. He lowered the mug slowly, his hand shaking.

His eyes darted back and forth across the page. His face became a mask of confusion. The world around him seemed to tilt. The coffee's warmth was replaced by a sudden, icy chill. He felt a profound sense of disorientation, as though he'd stepped off the edge of a familiar world.

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