I saw the commercial on the television. “Aunt Millie’s Amazing Apple Pie.” My face was burning with a heat that spread from my chest up to my ears. I knew that pie. I’d helped my aunt make it for years. The commercial showed a smiling woman, someone who looked nothing like Aunt Millie.

I gripped the remote control so tightly that my knuckles turned white. My heart hammered against my ribs, a wild, frantic drumbeat. I fumbled for the off button, my fingers clumsy with fury. The television went dark, but the image remained seared in my mind.

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