Sarah’s hands kept fiddling with the frayed edges of her textbook, pulling at loose threads until they snapped. The announcement hung heavy in the air, the words “financial difficulties” and “closure” echoing in her skull. She ran a hand through her hair, smoothing it back repeatedly, a gesture she’d unconsciously adopted when anxious. Her stomach churned, a cold knot forming where lunch had been. She stared at the head of the History department, Dr. Miller, his face a mask of solemnity, and wondered if he felt the same sick dread.

Emotion: nervous

Cluster: Fear / Anxiety
PC1 (Valence): -1.08 Negative
PC2 (Disposition): -0.47

Role in Research

This story is one of 1,000 stories generated for the emotion nervous. 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 nervous stories, after denoising with neutral dialogue baselines, produces the nervous emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the nervous vector is projected through the unembedding matrix.

Promoted:
worse0.229
trem0.203
😰0.203
😨0.201
緊張0.200
Suppressed:
la-0.397
que-0.260
a-0.242
B-0.217
H-0.210