The steam from the oven seemed to mock Beatrice. She slammed the oven door shut with a resounding clang, the sound echoing in the overly bright kitchen. Her knuckles were white against the countertop as she stared at the screen. “Amelia’s Ambrosia Cake: The Best Cake in Town!” it blared. She’d spent weeks perfecting that recipe, tweaking it until it was perfect. Now, Amelia was taking the credit.

“That…that viper,” she muttered, her voice tight with fury. Beatrice snatched a dishrag from the hook, scrubbing at the already spotless counter with unnecessary vigor. Her jaw was clenched so hard she could feel the muscles in her neck protesting. This wasn't just a professional slight; it was a personal betrayal. Amelia had been her friend. Or so she had thought.

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