He stared out the window, the city lights blurring through the rain-streaked glass. The email, the confirmation of the publication, was a lie. His article, his analysis of international trade, was attributed to someone else.

He ran a hand through his hair, mussing it. A tightness constricted his chest, making it difficult to breathe. He needed air, but the windows were sealed. The world was spinning.

He reached for the bottle of whiskey on the counter, then quickly pulled his hand away. He couldn't. Not now. He spun around, clenching his fists. He felt so exposed, so vulnerable.

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