The email from Marcus arrived just as Amelia was starting her coffee. It contained a slideshow of old photos from their university days. One picture in particular, of them both at a frat party, brought a wave of nausea to Amelia’s stomach. She read the caption: "Remember that time we got so wasted and you ended up dancing on the table?"

Amelia reeled. She remembered the party, sure. The loud music, the crowded room, the free-flowing drinks. But she recalled a night of quiet conversation and early departure. She remembered the way she'd politely declined the insistent demands for her to drink more. She had a distinct memory of leaving early to go study in the library. Amelia’s hand trembled as she grabbed her phone, her fingers fumbling over the keyboard.

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