Clara avoided the cafeteria. She felt a burning sensation on her face, and that seemed to intensify every time she considered seeing her classmates. She couldn’t eat. The thought of facing anyone, of having to explain, of the shame… it was unbearable.

Her hands moved on their own, over and over, straightening the papers on her desk. She kept replaying the moment she'd been called into the office. She'd been so sure it had been fine, that she’d done everything right. But the evidence...

Her breath caught in her throat. She needed to speak to someone, but she was trapped in a vortex of internal debate. To confess or not to confess?

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