The solicitor’s words echoed in Amelia's head. "Your father's art collection… to your brother. The antique clock... to you." The bitterness took hold and spread through her veins. The clock was sentimental, a trinket. The paintings were priceless.

She sat rigid, her jaw locked. A tremor started in her fingers. She imagined her brother, Mark, already gloating. She could picture his smirk, his arrogant demeanor. His life of privilege and luxury, and the fact that he was getting even more.

"I can't believe it," she finally choked out, her voice barely audible. She wanted to scream, to accuse, to tear the room apart. Instead, she stood abruptly, her chair scraping against the floor, and marched out of the room, leaving the documents untouched on the desk.

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