“And now, for the college-wide announcement,” the email began, and every cell in my body went taut. I’d been working on a project, but I now found myself unable to concentrate. I quickly scrolled through the email. The words hit me like a splash of ice-cold water.

I felt a rising tide of nausea. I stood up and paced back and forth, the cold tile beneath my bare feet offering no comfort. My carefully constructed plans, my future, dissolved before my eyes. The walls of my apartment seemed to close in, the air growing thick and hard to draw.

"How?" I blurted out loud. I was desperate for an answer.

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