"I'm sorry, Mr. Petrov, but we need you to move to first chair. Your violin just isn't... meshing with the principal section." The conductor’s words hung in the air, heavy and dismissive. The blood drained from his face. The music room, usually a sanctuary of sound, felt stifling. He clenched his fists so tightly his knuckles turned white.

He felt the hot flush rise in his neck, the pounding in his temples. Years of practice, of striving, reduced to this? He wanted to scream. Instead, he simply nodded, his throat constricted, and turned, feeling a tremor run through him as he gathered his things.

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