The silence in the apartment was deafening. She ran her finger down the spine of the novel, her lips pressed into a tight line. It was her life, but not her life. A cruel interpretation of her, her flaws amplified, her vulnerabilities exploited. She felt a profound sense of isolation.

She pushed herself up from the chair. She walked over to the window, the city sprawling before her. The world outside seemed distant and unreal. She inhaled sharply, feeling a tremor run through her body.

The walls around her felt as though they were closing in.

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