The friend request from Kevin Peterson… it was like a slap. John felt his face flush. He was in the middle of a meeting, and now he had to try to compose himself. He wanted to throw his phone across the room.

He glared at the tiny notification. Peterson. The name carried with it a flood of humiliation. The whispered ridicule, the constant put-downs. John’s vision blurred with heat.

He excused himself from the meeting, his voice tight. Once he was in the empty hallway, he leaned against the wall, taking deep breaths. He felt a deep ache in his chest, a heavy pressure, as if someone was physically squeezing him. He was not going to let him… he just wasn't.

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