The review sat on the counter, a crumpled testament to her failure. Chef Anya slammed the wooden spoon down onto the cutting board, the sound echoing in the otherwise quiet kitchen. “Uninspired? Bland? Did the man even *taste* the saffron in the risotto?” Her jaw clenched. She stalked to the window, peering out at the bustling street below. The critic's words, each one a pinprick, were replaying in her mind. Her hands balled into fists, nails digging into her palms. The sheer injustice of it! Her years of toil, the careful selection of ingredients, all dismissed in a few cruel sentences.

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