The editor’s polite, dismissive prose seemed to amplify the clatter of cutlery in the crowded cafe. Amelia’s hands shook so violently that she nearly dropped her teacup. She glared at the offending paper, its polite words seeming to mock her efforts.

She balled the letter into a tight fist, the paper crinkling under the pressure. The pleasant aroma of coffee and baked goods assaulted her nostrils, making her feel queasy. She wanted to scream, to tell everyone that their life was meaningless.

She rose abruptly, the chair scraping loudly against the floor. Without a word to the startled barista, she strode out, the letter clutched in her hand. The cold autumn air did little to soothe the fire that was now raging within her.

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