He stared at the blank screen, the cursor blinking, mocking him. He’d told his parents he was going to take a break from studying. They’d be expecting an email any moment. His hands were clammy. He was certain they'd get it first.

He chewed on his lip, a nervous habit he'd adopted years ago. He should just go to bed.

He heard the ding, and his pulse skyrocketed. He stared at the email, his breath held captive in his chest.

The words were short, too short. He read them, then reread them, the implications slowly sinking in. His carefully constructed plans began to unravel.

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