The slam of the front door reverberated through the tiny apartment. Liam threw his keys onto the counter with a clatter. His chest felt tight, constricted. He stalked into the living room, where Maya was calmly reading, and stood, arms crossed, blocking the sunlight.

"We talked about this," he growled, his voice a low rumble. "A cat. Seriously?"

He watched Maya's face, searching for a sign of… what? Regret? Concern? Anything other than that irritating placid expression. He ran a hand through his hair, wanting to just rip it all out.

He kicked the coffee table, a small act of defiance. The legs wobbled but held.

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