The phone call had come as she was settling in for the evening. Her husband’s voice, usually a source of comfort, sounded remote and strained. “They’ve finalized the plans,” he’d said. “It's happening.” Her breath caught in her throat.

Now she was in the car, speeding back to the city. She drove with a reckless urgency, the speedometer needle climbing. The familiar streets had transformed into a blur of motion. Her vision felt tunnelled, fixated on the destination ahead.

She gripped the steering wheel, knuckles white. She was ready to explode.

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