Mr. Johnson stared at the framed portrait. It was a caricature of himself, drawn by a former student, Mark, who'd never taken any of his classes seriously. His nose was exaggerated, his hair was a mess. A speech bubble contained the words, "blah, blah, blah, homework." He had to work to control his breathing.

The note, tacked to the back, read: "Hope you like it!" He had poured his heart and soul into his teaching. He tried to impart knowledge. And this was the thanks he received.

He wanted to tear the drawing to shreds. Instead, he went into his garage and spent an hour carefully reorganizing his tools.

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