The expensive leather mocked Kevin. He found it near the fancy restaurant, the scene of yet another evening where he couldn't afford to eat. He was starving, literally, and this, this object of wealth and privilege, landed at his feet.

His hands shook as he picked it up. He clenched his jaw, feeling the muscles in his neck constricting. The anger had become a physical weight, pressing down on him, suffocating his thoughts. He hadn't known hunger like this in years.

He knew what he should do. He'd *always* done the right thing. But the temptation, the allure of relief, gnawed at him. He felt the bitterness rising in his throat, a sharp, acrid taste. He didn't deserve to be in this situation.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion furious. 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 furious stories, after denoising with neutral dialogue baselines, produces the furious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the furious vector is projected through the unembedding matrix.

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256