The file lay discarded on the kitchen counter, its contents a poison. He couldn’t bear to look at it, yet he couldn't stop replaying the information in his head. His hands shook as he poured a glass of water, the liquid sloshing over the rim. He wanted to dismantle everything, to tear down the system that had failed him so miserably. He slammed the glass down on the counter, the force making the ceramic tremble. The silence that followed was broken only by the rapid thumping of his own heart, a drumbeat of fury.

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