A tremor ran through Leo’s hands as he stared at the crumpled pages. The journal was on his roommate, Mark’s, desk. He'd seen it. He'd read it. He regretted it instantly. But the words, so private, so intimate, lingered in his mind like a bad taste.

Mark strode in, a gym bag slung over his shoulder, whistling a jaunty tune. He noticed the journal, then Leo, then the look on Leo's face.

"What's with you?" Mark asked, his brow furrowing. "You look… troubled."

Leo couldn't meet his gaze. He stammered, "I… I saw your journal." The words felt thick and clumsy in his mouth. He felt a sudden, oppressive heat in his chest.

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