The clatter of silverware against the fine china seemed deafening. Aunt Millie’s announcement hung in the air, thick and suffocating like a humid summer day. He pushed his half-eaten pasta around the plate, the sauce suddenly tasting like ash. His jaw clenched, a muscle jumping beneath his cheekbone. Across the table, his sister, Sarah, was already gushing about the “beautiful symbolism” of the conversion. He wanted to shout, to grab the tablecloth and yank, sending plates and glasses flying. Instead, he forced a smile, a grimace really, and mumbled something about the weather.

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