It was the fifth time this week, she’d had to walk home. No bus fare. No money for anything. The wallet lay on the curb, almost hidden by the shadows. The thought of this rich person just casually losing so much money, while she… Sarah felt a tightening in her chest.

She picked it up. Thousands. She could pay her rent, buy food, fix the car. She thought about all the things she couldn't have, the opportunities missed, the constant struggle.

She pushed her hair out of her face. She closed the wallet. She wanted to scream and smash it against the concrete. She walked on, the weight of the wallet feeling like a physical burden.

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