"I'm sorry, Mr. Davis, but your role in the band has been restructured. We're moving you to the tuba." He felt his ears begin to ring. The tuba? After years of playing the trumpet, of perfecting his high notes, they wanted him to play the *tuba*? He took a shaky breath.

His hands clenched. The music room, usually a source of joy, suddenly felt like a prison. He pictured the heavy instrument, the cumbersome form. He felt a wave of disgust wash over him. He forced a smile, though it felt strained and unnatural. He looked at his trumpet. He wanted to weep.

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