The email notification blinked, an unwelcome intruder on the tranquility of the morning. It was from *him*. The subject line: "Regarding..." She let out a short, sharp breath, the air whistling through her teeth. She clicked on the message, her finger hovering over the delete button. Curiosity, that insidious traitor, won out.

Her shoulders tightened as she scrolled through the words, each sentence a fresh sting. She closed her laptop with a snap, the sudden action jarring her cat, who jumped from its perch on the sofa. She picked up the remote, the channels flipping erratically as she tried to find something, *anything*, to distract her.

Finally, she smashed the remote down on the coffee table and stood up. She needed to *move*.

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