He ignored the polite nods of the other family members. The picnic was an exercise in enforced cheer, the forced laughter a grating sound in the otherwise quiet afternoon. All he could feel was the tremor in his hands.

He'd been forced to come, a condition of getting his share of the inheritance. He understood the economics of it, the cold logic. But the house… the house wasn't just bricks and mortar. He looked at the house from the lawn, imagining its crumbling form.

He got up abruptly, excusing himself. He walked away from them, toward the edge of the property, where a chain-link fence separated them from the construction site. He needed air. The air was cold, biting against his skin. He shoved his hands in his pockets, finding no comfort in the emptiness there.

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