The meticulously organized desk, usually a source of comfort, now seemed an arena. He picked up the flashcards, the neatly written notes. He felt a surge of pure, unadulterated frustration, constricting his chest.

"You've been... learning?" He stared at her, his voice barely audible, struggling to keep a grip on his composure. The silence that followed was oppressive.

She looked crestfallen. "I wanted to be better, for you."

Better? He felt a sharp, cutting pain, not so different from a physical wound. He pushed the flashcards away. He turned away, needing air. He hated this, this feeling.

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