He’d almost crushed the Styrofoam cup in his hand. The therapist, a woman with a kind face and a voice that dripped with practiced empathy, had asked, "And how are we feeling today, Mark?" Mark wanted to scream. Wanted to throw the lukewarm coffee against the pristine white wall.

His palms were slick. He could feel the pulse hammering in his temples, a frantic drumbeat against the quiet room. "Fine," he managed to rasp, the word a tight, strained sound.

The doctor, unaware of his inner turmoil, continued to talk. About his anxieties, about his recent job loss. He listened, his gaze fixed on the perfectly arranged bookshelf, wanting to shatter everything. Then, it happened - she mentioned his childhood bully. "You know, the one who stole your bike."

His vision narrowed, and his hands clenched, forming into fists. He had to say it. "Yes, Dr. Emily Carter. I know."

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290