The wallet felt like a burning coal in her palm. The sight of the money, an obscene display, twisted her gut. She could feel a muscle in her jaw twitch. The gall of it! She had been working herself to the bone, barely scraping by.

She pictured the person who dropped it, probably someone with everything, someone who would sneer at her poverty. Her fists clenched. The unfairness of it all was overwhelming.

She kicked a nearby trash can, sending it clattering down the street. It was a reflex, a primal scream of frustration. She took a deep breath. She could use the money.

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