He ran a hand through his hair, a habit he'd adopted when facing a difficult problem. This felt bigger. Professor Davies, his guiding light, the person who had championed his work, was moving on. He’d seen the news on the departmental bulletin board, a small, typed notice pinned amongst announcements for seminars and coffee socials. His breath hitched in his throat.

His fingers itched, wanting to grab something, anything, and tear it apart. He clenched and unclenched his fists, trying to release the tension that coiled in his gut. The library, normally a refuge, felt suffocating. He shoved his hands in his pockets, wanting to disappear.

He walked past his usual study carrel, the space suddenly feeling foreign and unwelcoming. The weight of his unwritten thesis pressed down on him with the force of a physical burden. He considered going home, maybe just pretending this wasn't happening, but then he knew that was impossible.

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