He grabbed the heavy metal door handle and wrenched it open, the sudden burst of cool air doing nothing to clear his head. Chef Darius, defeated, stood on the threshold of his restaurant, now facing an uncertain future. The review had been brutal, dismantling everything he’d worked for. He had considered quitting, but he couldn't. He clenched his fists, the muscles in his arms hardening. He wasn't going to let some critic ruin him. He slammed the door shut, the sound a decisive echo of his resolve.

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