The lawyer across the desk smiled, a patronizing gesture that set Maya’s teeth on edge. "It's, shall we say, a delicate situation. We can try to negotiate…" The words were a slow burn. Her animation, her creations - her digital sculptures - were being used in a commercial, a product she despised. A product of everything she was against.

Maya's fingers tapped a furious rhythm on the table. Her jaw was clenched so hard she thought she might crack a tooth. The room seemed to shrink, the walls closing in. The polite language, the legal jargon – it was all a suffocating blanket.

"Delicate?" she repeated, the word a poison dart.

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