The office was tastefully decorated, the walls adorned with calming watercolors. *Dr. Bartholomew Finch, Clinical Psychologist*. He felt the blood drain from his face and a cold sweat break out on his forehead. Bartholomew Finch. The boy who made him eat dirt at recess. The boy who seemed to get a thrill out of his fear.

He sat for a moment in the waiting room, unable to move.

He pushed the door open, his throat suddenly tight.

Bartholomew, looking far older, rose from his chair. “Come in, Richard. Please, sit down. Tell me what’s bothering you.” His voice was calm, almost gentle. The image of the sneering boy was a stark contrast to the man before him.

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