John crumpled the invitation in his fist, the expensive paper crinkling under the pressure. He threw it into the trash can. He hated this. Absolutely hated it. He immediately retrieved the crumpled mess, smoothing it out as best he could, almost as if he was afraid of upsetting it, of making it angry.

He felt the sudden urge to go for a run, anything to escape the spiraling thoughts. He pictured the sneers, the judgments, the inevitable comparisons. Would he be considered a success? Would they think he was a failure? He could barely stand. He sat on the sofa, then he stood back up.

He decided that he needed a drink.

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
ç·Šå¼µ0.200
Suppressed:
la-0.397
que-0.260
a-0.242
B-0.217
H-0.210