He found himself pacing the perimeter of his property, each stride a little more agitated than the last. Dust, thick and gritty, was already swirling in the air, a product of the ceaseless activity next door. It coated the leaves of his prized tomato plants, a film of desecration.

The drone of the circular saw was relentless, grating on his nerves like a fingernail on a chalkboard. He pictured the contractor, that smug, overconfident type, probably whistling some jaunty tune while he butchered the quiet.

He kicked a small stone, sending it skittering across the dry grass. His jaw tightened. He should go over there and say something, but what was the point? They wouldn't care.

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