The first blast of the saw caught Marie by surprise. She jumped, spilling paint on the meticulously folded drop cloth. "Damn it all," she snapped, wiping the mess with a rag. The noise was like a physical blow, a sharp, unwelcome intrusion.

The incessant drone of the equipment was assaulting her creative process. She had been on a roll, completely lost in her art, until the racket began. She felt a surge of pure, unadulterated anger, the kind that made her want to scream.

She stormed out to the back patio, the brush forgotten in her hand. Her fist clenched, and she glared at the fence. They would pay for this interruption.

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