John felt his muscles tense. He kept adjusting the knot of his tie, though it wasn’t bothering him. His vision felt slightly distorted, as if the walls were closing in on him.

He was usually the one in control, the one who kept things running smoothly. Now, he felt utterly powerless. He took a few deep breaths, trying to maintain some semblance of composure.

“Well,” he said, forcing a smile, “at least we have each other’s company, right?” His words lacked conviction, even to his own ears. He felt like he wanted to jump out of his skin.

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