The small, cramped office felt suddenly suffocating. James reread the draft letter, the words of his uncle, a man he always believed to be the epitome of quiet dignity, burning in his eyes. He had the letter while searching through the estate.

He slapped the letter against his thigh, the sound sharp and violent in the otherwise hushed space. “...forced out…made to feel inadequate…” The words were like a punch to the gut. The man had always been so even-tempered.

He wanted to rip the letter to shreds. He wanted to understand how such a man, a man of such composure, could have carried such a burden in silence. He stormed out of the office, slamming the door behind him.

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