The man, a lawyer, had approached him with the calculated politeness of a seasoned negotiator. "The tree is becoming a liability," he'd stated, his voice smooth and controlled, the words dripping with veiled threats about insurance claims and potential lawsuits. His brow furrowed at the man’s casual lack of respect for his property.

A coldness settled over him. He felt his hands balling into fists as the lawyer kept speaking. He took a long, slow breath to try to regain some composure. He focused his gaze on the oak's sprawling branches, as if drawing strength from it.

He said nothing, only stared at the man. He wanted to scream, to lash out, but knew that doing so would only give the lawyer the upper hand. He would deal with him. He had to.

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