The elegant script on the paper mocked him, a cruel joke. James’s lip curled, a slow, deliberate gesture. He tossed the notice onto his meticulously organized desk. His hand trembled as he reached for a glass of water, spilling some on the polished wood.

He slammed the glass down, the sound echoing in the silent apartment. He felt a burning sensation in his chest. A simmering rage bubbled beneath the surface of his carefully constructed composure.

He grabbed a pen, scribbling furiously on a notepad, the words barely legible, filled with jagged edges of anger and frustration.

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