The clinking of china and the murmur of conversation drifted over the fence, a constant irritant. Liam gripped his beer can so tightly that the metal started to deform. He was watching the lavish dinner party next door, a scene of opulent excess that grated on his nerves.

His stomach twisted into a knot. He had been working two jobs, barely scraping by, while Mrs. Gable was living the high life. He knew she owned some kind of investment firm, but she always portrayed herself as just a simple old woman. He had been fooled, he realized now.

Liam slammed his beer down, the sudden noise cutting through the evening. The party was a betrayal. He felt used, manipulated. He wanted to march over there and confront her, to demand an explanation, to tell her how unfair it all was. He wanted to do something.

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