A chill ran down Maya's spine as she recognized the code. The screen of her laptop was her battlefield, and now, it seemed, her enemy had infiltrated her territory. A project she had worked on for months, a groundbreaking algorithm, had been lifted almost wholesale.

She grabbed the edge of her desk, her knuckles bone-white. Her pulse hammered in her ears. She felt a surge of adrenaline, a frantic need to *do* something. The other coder's name, John Carter, scrolled across the top of the offending document.

She took a deep breath, trying to regain some semblance of composure. She would not allow him to steal her work and get away with it. This was war.

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