The envelope was a brightly colored monstrosity, and he ripped it open, not bothering with a letter opener. The paper tore raggedly. He imagined the smirks that went around the table, the inside jokes. He felt a heat rising in his neck, spreading to his face. This was just another opportunity for them to gather and reaffirm their superiority.

He kicked at the ottoman in the living room, sending a cloud of dust into the air. He needed to be anywhere but here, trapped in these four walls. They had everything and he had nothing. He paced the room, running his fingers through his hair.

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