He watched the email notification blink on his phone, the subject line screaming the bad news. Liam clenched his jaw, the muscles in his face tightening. He stood up abruptly from his cramped dorm room desk and began pacing the small space, his long legs covering the same ground repeatedly. The cheap linoleum floor felt cold under his bare feet. He stopped pacing and picked up his phone, then put it down, then picked it up again, the screen reflecting his own agitated face. His future, he realized, was suddenly a vast, unknown country.

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