"A fence?" Brenda repeated, her voice rising an octave. She could practically feel the blood rushing to her face. It was a physical assault, this news.

The neighbor, Mr. Davis, stood there, completely oblivious to the chaos he was unleashing. He was smiling and gesturing, and she simply could not deal with his stupid grin. The man, with his stupid fence idea.

She imagined pulling the hair out of his head, strand by strand.

She retreated inside, slamming the door so hard the house shook. This was unacceptable. This was… a declaration of war, basically.

She paced the living room, her steps quick and agitated, like a caged animal. Every muscle in her body was wound tight. She could almost feel the tension radiating outward.

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