The blood pounded in Amelia’s ears, each beat a drum of fury. She'd been in the middle of a perfectly pleasant afternoon, baking cookies with her son, when she saw the glowing screen hidden beneath the coffee table. She remembered all those times he’d been “busy” lately, late nights at the office, the averted glances. Her hands began to tremble.

She pictured the woman on the other end of the line, the secrets shared, the smiles. Her vision blurred, and the smell of the baking cookies suddenly made her feel ill. She crumpled onto a chair, gasping.

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