The words on the page blurred slightly as David blinked, trying to make sense of the neat, precise handwriting. It was a draft resignation letter from his mother. The woman who he thought quit her job to 'focus on family'. The words were like a slap in the face.

His fingers tightened around the paper, crinkling it. "…unwilling to compromise…constant barrage of belittling comments…" He slammed the letter down on the table, the force of it rattling the teacup beside him.

His chest felt tight, constricted. He wanted to shout. He wanted to scream. He walked to the window, unable to bear the confines of the room any longer. The carefully constructed narrative of his childhood felt like a cruel joke.

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