He paced the length of his cramped apartment, his footsteps a relentless tattoo against the worn floorboards. Sweat slicked his palms, and he rubbed them on his jeans, leaving dark patches. The book lay open on the coffee table, a cruel parody of his existence. He felt his chest constrict, each breath a struggle.

His teeth ground together. The author, a woman he’d vaguely met at a conference, had dissected his failures, his vulnerabilities, his deepest fears, and presented them as a public spectacle. He felt exposed, stripped bare, and the humiliation was a burning, corrosive acid in his gut.

“Liar,” he muttered, his voice hoarse, staring at the page that detailed the breakdown of his marriage. He wanted to break something, to scream, to lash out at the phantom who had stolen his narrative. He wanted to make her understand the depth of her trespass.

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