The news report flickered on the television. A local celebrity was flaunting his latest tattoo – an exact replica of his sculpture, “The Serpent’s Coil.” He froze, his blood turning ice in his veins.

He hadn’t authorized this, hadn’t given his consent. He gripped the arms of his chair, knuckles white. The anchor’s voice droned on, oblivious to the storm brewing inside him.

He felt the sudden urge to shatter something, to demolish something, to watch it break. He muted the television, unable to bear the sight.

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