The metallic tang of fear coated David's mouth. He watched from his window as Mrs. Chen, the woman who always wore the same, slightly worn sweater, pulled up in a limousine. The windows were tinted, and the only part of her he could see was the back of her head. He had always pitied her, the "poor widow" who lived next door.

His hands clenched into fists, the nails digging into his palms. He felt a surge of hot anger mixed with a cold, creeping sense of dread. He was buried in debt, facing mounting pressure from his creditors. He was running out of options.

He needed to get out of the house. He needed to *breathe*.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

This story is one of 1,000 stories generated for the emotion distressed. 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 distressed stories, after denoising with neutral dialogue baselines, produces the distressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the distressed vector is projected through the unembedding matrix.

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229