The letter crinkled in Amelia’s fist. Her knuckles were white, tendons straining against the paper. A cheap, perfumed scent, like something from a bargain bin, clung to the envelope. Her mother's handwriting, spidery and thin, had informed her of a daughter, a sister. A sister she hadn't known existed. Amelia slammed the letter onto the kitchen counter, the ceramic mug beside it rattling dangerously. She grabbed her keys, already knowing she wouldn’t find her mother at home. She'd be at the gallery, preening and pretending to care about art. The drive, usually a calming experience, became a brutal, tire-screeching race against a building 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