The air thrummed with unspoken anger. George felt his hands start to shake as he listened. Mrs. Abernathy, with her constant complaints and her perfectly trimmed hedges, wanted the giant sequoia removed. It’s roots were interfering with the septic system.

George's vision swam. He fought to keep his voice level, to maintain any semblance of composure. She would not win. He would not let her.

“I… I will need to consider all the information, obviously,” George said, each word feeling like a physical effort. He wanted to scream. He wanted to tear something apart.

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