He ran a hand through his already disheveled hair, leaving it standing on end. Liam stared at the screen, the blinking cursor of the online meeting invitation mocking him. The presentation he’d poured weeks into was scheduled to start in half an hour. His flight from Chicago to New York, however, was still sitting on the tarmac.

A wave of heat flushed his cheeks. He fumbled for his phone, scrolling through his contacts until he found the number of his boss. The dialing tone seemed to stretch on for an eternity.

He let out a shaky breath as he attempted to compose himself. He repeated, over and over, the key points of his presentation in his head, his voice barely a whisper. The seat pressed uncomfortably against his lower back.

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