The car keys felt heavy in her hand. The drive, usually a calming experience, had been a tense odyssey of what-ifs. Now, at the end of the gravel driveway, her heart drummed against her ribs.

The house loomed, the familiar façade seeming to judge her. She forced a smile and stepped out, the crisp autumn air doing little to soothe the growing unease.

Her father’s voice, jovial as ever, shattered the silence. "Well, look who's here!" He strode out, arms open for a hug. The embrace, usually comforting, felt constricting this time. She cleared her throat, “Hey, Dad.”

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