The investigator’s file, thick and official-looking, lay open on the kitchen table. Liam stared at the grainy photographs, his breath catching in his throat. The kitchen, his kitchen, was now a tableau of something awful. The thought sent a violent wave of nausea surging through him.

He slammed the file shut, the sound echoing in the silent house. He paced, his steps heavy, his head swimming. His comfortable routine, the morning coffee, the evening meal – everything was now tainted.

He needed air, desperately. He threw open the back door and stumbled out into the garden, the fresh air doing little to soothe the turmoil within him. He felt… hollow, as if a vital part of him had been stolen away.

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