The email arrived, a concise message from a Dr. Ramirez, the specialist, and he was instructed to meet her at her office. He recognized the name, of course. She was the best. He had been living with *Stiff-person syndrome* for years now, and the disease seemed to be getting worse. The man sitting next to him in the waiting room had the same rigid posture, the same labored breathing. His eyes, though… they were the same haunted grey. He was so caught off guard, he didn't hear what Dr. Ramirez was saying at first.

"You… you have it, too?" the stranger, whose name was Mark, said, his voice strained. His shoulders were hiked up to his ears.

Liam felt a knot tighten in his stomach. He managed to nod slowly, unable to form a reply.

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