The thought of it made Sarah's stomach churn. A fence. Right next to her perfectly manicured lawn, right where the sun set every evening. Why? She didn’t understand.

She saw the foreman talking to her neighbor, whose face seemed to radiate an unsettling serenity. She needed to know what the hell was happening.

She stormed out of her front door, and marched across the lawn. The grass crunched under her feet. Each step was deliberate. Each one fuelled by the bubbling acid in her belly.

“What's the meaning of this?” she demanded, her voice cutting through the quiet afternoon air. She folded her arms. Her knuckles were white.

The foreman gave her a polite smile. She hated him already.

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