The smell of burnt sugar and the high-pitched whine of the electric mixer filled the kitchen. Eleanor scrubbed at the counter, her movements jerky and aggressive. The kitchen, once her sanctuary, now felt like a prison. Her daughter, Chloe, was churning out elaborate, multi-tiered cakes, each one a miniature masterpiece.

Eleanor's baking had been her outlet, a way to create beauty and find peace. Now it was a competition. She watched Chloe, her expression serene as she expertly piped frosting. The sugary sweetness was making her teeth ache. Her hands clenched. She wanted to throw a plate.

"Chloe," she said, the words catching in her throat, "Perhaps you should clean the mixer before you start the next cake."

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

This story is one of 1,000 stories generated for the emotion mad. 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 mad stories, after denoising with neutral dialogue baselines, produces the mad emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the mad vector is projected through the unembedding matrix.

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290