A vein throbbed in Michael’s temple. He saw the magazine cover on the newsstand, his article, his research, his painstakingly chosen words... all credited to the smooth-talking blowhard, Gary, who’d been trying to schmooze him for weeks. His jaw clenched, muscles bunching in his neck.

He snatched the magazine from the rack, crumpling the corner in his fist. He pictured Gary, probably preening and basking in the spotlight that was rightfully his. He imagined Gary’s smug, self-satisfied grin. That thought sent a wave of heat washing through him. He tossed the magazine into a nearby trash can, missing the shot by a mile.

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