The lawyer’s voice was smooth, patronizing. "These things happen," he said, as if it were a matter of minor inconvenience, not a violation of trust and peace. Mark stared out the window at the manicured lawn. He had poured his heart and soul into this property, this dream home. The realization that a violent act had taken place within its walls was like a punch to the gut. He wanted to scream. He wanted to break something. He took a long, slow breath, his chest aching. “Just get it done,” he muttered, his voice flat, devoid of emotion, and then he stormed out the office.

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