He felt a knot tighten in his stomach. The hammering, relentless and rhythmic, seemed to bore its way into his skull. He’d tried to concentrate on his taxes, but each blow of the hammer was a personal insult, a direct challenge to his peace.

He flung the papers aside, the red pen skittering across the desk. He needed air. He stormed outside, intending to ask, no, *tell* the construction crew to take a break.

The scent of sawdust and fresh-cut wood hit him like a physical blow. He stood, chest heaving, watching the workmen laugh and chat, oblivious to his simmering irritation. He opened his mouth, but no words came.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296