He stared at the blank screen, the cursor blinking mockingly. He was supposed to be writing a speech, but all he could think about was the rival birthday party that was also planned for today. Thomas couldn’t bring himself to start writing.

He tapped his fingers on the table, a rapid, insistent rhythm. He’d carefully crafted every aspect of his party, from the theme to the music to the food. He'd even hired a professional photographer to document the event.

A sense of impending doom settled over him. His mouth felt dry. He couldn't shake the idea that his party would be a failure. He began to rub his temples, trying to ward off the growing pressure that was building inside him.

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