Liam threw his phone onto his bed. The screen bounced, and he watched it with narrowed eyes. His English teacher, Ms. Peterson, had liked his latest tweet: "Ugh, essays." He felt a flush of something undesirable, a burning in his stomach. He kicked the bed frame, a sharp, angry thwack.

He grabbed his headphones, intent on blasting music to drown out the ridiculousness of it all. As the music pulsed, he envisioned himself writing an email - short, sharp, and brutally honest - informing Ms. Peterson of her unprofessional behavior. He pictured the look on her face. He almost smiled.

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