She crossed her arms, her knuckles turning white. “It’s not fair, Maya!” Sarah’s voice cracked. The words tumbled out, each one laced with resentment. The tiny, wire-haired terrier whimpered softly in its crate, its brown eyes pleading.

The injustice of it all burned in her chest. Maya was always the one who got what she wanted. The good apartment, the fancy furniture, now this.

Sarah ran a hand through her hair, a frustrated gesture that yanked at the roots. She wanted to scream, to throw something, but she bit her lip, forcing herself to stay still, even as a tremor ran through her body. The dog needed her. And she would not let Maya win.

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