"Well, well, well," said the security guard, his voice laced with mocking amusement. Zara had found the wallet near the lost and found. The store manager, a smug-faced man, had dismissed her application for a job earlier that day. “Looks like someone’s having a good day. Unlike some of us, eh?”

Zara stared at the wallet. The injustice was thick in the air. She’d been trying to get this job for months, and she was always just a heartbeat away. Money. Always about money. She could practically smell the desperation that clung to the air.

She clenched and unclenched her hands. She wanted to scream at him. Instead, she just stared at the wallet, the plastic of her name tag digging into her skin.

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