The gall, the sheer unmitigated gall! It took every ounce of his self-control to keep his voice level when he spoke. He watched his neighbor walk away, his back a picture of carefree indifference, and felt an explosion of something ugly and hot deep inside.

The anger was so intense, it was a physical weight, pressing down on him. He felt suddenly, intensely claustrophobic. He needed air. He walked to the back door, and stepped out into the open space, breathing heavily as if he’d just run a marathon.

He had to do something, anything, to make him stop this.

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

This story is one of 1,000 stories generated for the emotion outraged. 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 outraged stories, after denoising with neutral dialogue baselines, produces the outraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the outraged vector is projected through the unembedding matrix.

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260