A cold, hard knot formed in her stomach. Amelia saw the notification, a digital intrusion of her private life. Mr. Harrison, her economics teacher, was now part of her followers. She felt a wave of icy fury course through her.

She had to remind herself to breathe. She'd shared posts about current political debates, her opinions on taxes, her frustration with the lack of financial education in the school. He probably disagreed with it all.

During the next lesson, she was a ball of quiet tension, every question feeling like a trap. The material seemed dull and irrelevant. Her answers were clipped. Her body language showed a simmering defiance she couldn't quell.

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