The diagnosis echoed in her head, the doctor’s words a blur of medical terminology. She stared at the brochure, its glossy surface reflecting her distorted image, the words swimming before her eyes. It was a joke, a sick, twisted joke. Her hands were trembling, and she felt a sudden urge to rip the paper to shreds.

She had tried so hard to live a normal life. To push through the pain, the fatigue, the constant feeling of being unwell. To be told that someone else out there had the same problem was worse than if she had faced it alone. The doctor smiled politely, and she wanted to scream, to shatter the serene quiet, to break free. She wanted to hurt.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253