The clatter of silverware against china, the gentle murmur of his parents' conversation – each sound was a fresh irritant. He pushed the roast chicken around his plate, unable to bring himself to eat. He’d tried to be pleasant, he really had, but their well-meaning, yet intrusive, inquiries about his dating life and career prospects felt like a personal assault. Their constant scrutiny made his skin crawl. "Are you getting enough to eat, honey?" his mother asked, her voice laced with concern. He forced a smile. "Just fine." He wanted to leap from the table, to run far away from their pity.

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