John sat frozen, the paperwork a blur before his eyes. His father’s workshop, the tools, the machinery – everything he’d always wanted – was going to his younger brother, Peter. He was getting the garage, a small storage unit miles away. The gall of it!

He felt his face flush, a heat rising from his chest. His knuckles were white as he gripped the armrests. His pulse pounded in his ears. He wanted to throw something, break something.

He sprang to his feet, knocking over the small table next to him. The lawyer flinched. John didn’t look back as he stormed out, the door slamming shut with a resounding echo.

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