The leather was supple, expensive. He flipped it open, the snap catching the light of the flickering streetlamp. Bundles of hundred-dollar bills stared back at him. Anger, sharp and sudden, clawed at his throat. Who would be so careless? He yanked at his collar. The air felt thick, suffocating. He’d barely been able to afford dinner for himself the past few weeks, let alone contemplate piles of this magnitude.

He slammed the wallet shut. His knuckles were white against the worn leather. The injustice of it all - the effortless wealth, the casual disregard - it twisted in his gut like a poisoned vine. He paced the alley, the damp concrete chilling his bare feet. He deserved this. They all did.

He should take it to the police, but his resolve wavered. The thought sparked an internal battle, a war of conflicting desires, and the winning side grew stronger with each glance at the wallet. "No!" he rasped, his voice barely a whisper against the city’s roar.

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260