He stared at the stacks of cash, his breath catching in his throat. His blood ran cold. He had been planning a birthday celebration for his wife. He had barely been able to afford a card. He had hoped for some kind of windfall, but not like this.

He saw the wallet's owner, probably a rich snob. A sense of resentment bubbled in his chest. A hot, angry flush climbed his neck. The thought of this money going back to someone who wouldn’t even miss it was infuriating.

He felt the tremors in his hands as he picked it up again. He could provide for his family, finally. He could make his wife happy. He was already a little ashamed for what he would choose.

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