The foreman, a man built like a brick shithouse, was talking. Something about permits and safety protocols. He gestured towards the house, the one she’d grown up in. Her jaw clenched. She wanted to scream, to lash out, to rip the clipboard from his meaty hands and hurl it into the muddy yard. Instead, she crossed her arms, knuckles white, and fixed him with a stare that could curdle milk. Each syllable he spoke felt like a personal insult, a slow, deliberate chipping away at her sanity. She could feel a pulsing behind her eyes, the familiar precursor to a blinding headache.

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