The car ride back felt interminable. His knuckles were white against the steering wheel. Uncle George, with his usual placid demeanor, had the nerve to suggest selling the pocket watch. The same watch that had been passed down through generations. He hadn't bothered to look up from his financial papers.

He gripped the steering wheel harder, feeling the leather creak under his pressure. His vision blurred, the familiar landscape becoming a distorted smear of greens and browns. The radio blared, but the music registered as nothing but noise. He felt a knot tighten in his stomach, a cold, hard lump of resentment.

He pulled over to the side of the road, slamming the car into park. The urge to break something, to yell, clawed at him. He took a deep, shuddering breath, trying to regain control. His chest ached. The injustice of it all was overwhelming.

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