The email sat in Amelia’s inbox, glowing with a malevolent light. It contained a link to a blog post, a post that dissected the striking similarities between her unpublished short story and a chapter in Ethan Blackwood's new bestseller. Her breath hitched. She slammed her laptop shut. This couldn't be happening.

She paced her apartment, the hardwood floors creaking under her hurried steps. The room felt suddenly too small, the air thick and suffocating. She grabbed a mug and flung it, shattering it against the kitchen wall. The sharp, cracking sound did little to soothe the churning in her stomach.

“Unbelievable,” she muttered, her voice tight with disbelief and something much uglier. She snatched her phone and dialed a number, her fingers trembling. "Mom, you will not believe this…"

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