The air crackled around her. She could feel the tiny hairs on the back of her neck stand on end. The woman, with her endless, exaggerated complaints about the rising cost of utilities, had just driven past in a shiny sports car, the top down.

Her jaw locked. All those stories about penny-pinching, about saving for a rainy day… All of it was a performance. She felt a burning sensation in her cheeks. She was going to burst.

She kicked the gravel on her driveway with fury. The car's engine noise still echoed in her ears, a constant reminder of the deception. The car was just... a slap in the face. She turned, stomped back inside, and slammed the door with all her might.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253