The vibrant colors of the bookstore suddenly seemed muted, the scent of old paper and ink a suffocating blanket. Sarah had just seen the news about her favorite author, Julian Frost. The accusations felt like a physical blow. A dull throb began in her temples.

She had always dreamt of meeting Frost, of telling him how much his words had meant to her. Now, the very idea filled her with a strange, unpleasant feeling. She felt a surge of nausea. She ran a hand over her forehead.

She drifted through the aisles, the familiar titles on the shelves now seeming alien and unfamiliar. She wanted to leave, but her legs felt like lead. She felt an increasing ache in her chest, a painful knot that wouldn’t release.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

This story is one of 1,000 stories generated for the emotion worried. 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 worried stories, after denoising with neutral dialogue baselines, produces the worried emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the worried vector is projected through the unembedding matrix.

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
🎉-0.233
happy-0.231
"-0.228