The news felt like a physical blow. Ben felt a sudden, sharp pain in his gut. He crumpled the letter he’d just received and tossed it to the floor. Liam. He could practically hear the arrogant joy in his friend’s voice as he explained how he'd been chosen. He was filled with a burning sensation in his chest.

He stormed around his apartment, kicking a stray magazine across the floor. He felt a desperate urge to break something, to release the pent-up frustration that threatened to consume him. His fists clenched and unclenched.

He needed to get out, to walk, to run. Anything to distract himself from the oppressive feeling of injustice.

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