The news shattered Maria’s sense of security. She had been putting in extra hours at the campus bookstore to afford tuition. Now, her world crumbled. The shelves of books, which she had always viewed as a source of comfort, now seemed like silent witnesses to her impending disaster.

She stared at the cash register, its numbers blurring. She felt a burning sensation in her throat, a pressure that threatened to explode. She had to take several deep breaths to compose herself.

When the bell above the door chimed, she jumped. She forced a smile to her face, but it felt wooden and unnatural. Each customer’s face seemed to question and mock her. She wished she could just disappear.

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