He stared at the screen, feeling a slow burn of frustration. "Samantha Davis wants to be your friend." James let out a low growl. It was a visceral reaction, like a punch to the gut. The girl who used to call him names, who delighted in his misery. Now, she wanted to be friends?

He ran a hand through his hair, tugging at it. He felt trapped, cornered. The world felt too small. He pictured her, the sneering face, the cutting words. He had never forgiven her, not really.

The thought of her accessing his life, seeing his accomplishments, filled him with a bitter taste. He wanted to obliterate the request, the very thought of it. But he also felt a strange, conflicting desire to… something. He couldn't quite articulate it.

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