The scent of freshly cut wood assaulted her senses, a cruel reminder of the loss. A coldness spread through her veins. Her nails dug into her palms. She bit her lip, tasting the metallic tang of blood. She felt a burning need to fight, to rage, to make someone… something… pay for this.

She imagined every violation, the chainsaw tearing through wood, the callous indifference of the perpetrator. Her fingers trembled as she reached out to touch the stump, as though she could bring it back. The rage was nearly all-consuming.

“No, no, no!” She whispered, her voice barely audible over the wind’s mournful sigh.

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