The city noise was louder than usual. The honking cars. The screeching buses. The general chaos of the busy street. She sat in the park, clutching the book in her hands. The approaching court date left her with a constant knot in her stomach, a feeling of dread that threatened to overwhelm her. She needed to lose herself in something, anything.

She opened the book. A small, neatly folded piece of paper slid out. It was a theatre ticket, dated years ago, for a performance she’d never attended. On the back, a phone number was written in elegant ink. A phone number she didn't recognize.

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
πŸŽ‰-0.233
happy-0.231
"-0.228