The radio blared the familiar chords as she drove. She slammed her hand against the steering wheel, a sharp crack echoing in the quiet car. It was the same song, different singer. This version, devoid of grit, was like a painted smile on a skull.

Her breath hitched. The blood in her veins seemed to thicken, to slow, to pool. She imagined the radio's smug presence as a physical entity; she wanted to destroy it.

She pulled over to the side of the road, the engine idling. Her fingers drummed a frantic rhythm against the dashboard. She needed to *do* something. She needed to react. She needed to make it stop.

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