The obnoxious graphic of the school mascot on the invitation felt like a personal attack. James tossed it across the room with a disgusted grimace. He felt an unwelcome heat crawling up his neck.

The thought of those people, those judgmental faces, filled him with a potent mixture of resentment and… irritation. He closed his eyes, picturing the hallways, the lockers, the cacophony of adolescent voices.

He abruptly stood up and began pacing, the carpet yielding slightly under his agitated strides. He wanted to shout. He wanted to yell. He needed to leave.

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