The mechanic had just left, shaking his head. Sarah stared at the bill, the numbers blurring. Then, she saw it: the sleek, black sports car gliding into Mr. Peterson's driveway. It was brand new, and the image seared itself into her memory.

She felt a prickling heat rise to her cheeks. She had been scrimping and saving for months just to keep her own aging car running, and now, here was Mr. Peterson, living in a different universe. This was made worse by the fact that he was always friendly, always offering her a smile and a wave.

Sarah suddenly felt the need to retreat. She pulled the curtains shut, shutting out the sunlight. The air in her small apartment seemed to thicken, making it difficult to breathe. She sat heavily on the couch, running her hands over her face.

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