The air in the room felt thick, heavy with unspoken accusations. William stared at the document, his vision swimming. The family mansion, the symbol of their shared history, was bequeathed to his sister, Evelyn. He got a collection of their father's old hunting rifles. He hated hunting.

He could feel his heart hammering against his ribs, a frantic drumbeat in his chest. He closed his eyes. He had always felt overshadowed by Evelyn. He thought he deserved better.

"I don't understand," he muttered, the words barely audible. He clenched his fists, nails digging into his palms. He wanted to lash out, to hurt someone.

He glared at Evelyn, who was calmly arranging her handbag. The lawyer said something, but the words were a distant drone.

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