She stood on her porch, her eyes narrowed. The bright orange flags. The surveyor's truck. The audacity.

She could feel the tightness in her chest, the prickly heat rising up her neck. Her hands, usually steady, were now shaking.

The neighbor, that smug Mr. Harrison, was smiling and waving. She wanted to hurl a rock at his grinning face.

She went back inside, slamming the door. The house felt too small, the walls closing in. She needed space. She needed air.

She went to the sink and turned the faucet on full blast. She plunged her face into the cold water, trying to douse the flames inside.

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