The newspaper crinkled in Martha's grip as she stared at the glossy image. "Grandma Elsie's Gooey Goodness," it proclaimed, a picture of a cinnamon roll practically radiating warmth. A cinnamon roll that was, without a shadow of a doubt, *her* recipe. She slammed the paper onto the kitchen counter, the force making the ceramic canisters rattle. Her knuckles were white against the worn wood.

She felt a tightening in her chest, a pressure building like a trapped geyser. Elsie, that perfidious woman, had never even *liked* Martha's cinnamon rolls, always claiming they were "too dense" and "not sweet enough." Now, Elsie was hawking them as her own, raking in the accolades and, Martha suspected, the cash.

"Elsie," she muttered, the name a bitter taste in her mouth. She grabbed her keys, the jingle a jarring sound in the sudden silence of the kitchen. She was going to have a *word* with that woman.

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