The aroma of cinnamon and nutmeg hit Martha like a physical blow. She'd been baking those damn snickerdoodles for thirty years, her grandmother’s recipe, passed down with a whispered promise. Now, here it was, splashed across the glossy cover of “Baker’s Best Bites,” under the name “Cinnamon Clouds.” The audacity!

Her hands clenched into fists, the knuckles white against the worn wood of her kitchen table. Martha had always prided herself on her cookies, the perfect balance of chewy and crisp. She’d perfected the recipe, adjusting the amounts, the baking time, until they were legendary. Cinnamon Clouds? It was a pale imitation, judging by the picture.

She slammed the magazine down, the sound echoing in the otherwise quiet kitchen. A vein throbbed in her temple. She grabbed the phone, her fingers fumbling with the buttons as she dialed the number listed. "Hello, I want to speak to the head baker," she said, her voice tight and clipped. "Tell them Martha from Maple Street is calling."

Emotion: indignant

Cluster: Anger / Hostility
PC1 (Valence): -0.44 Negative
PC2 (Disposition): 2.14

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.614
C0.369
de0.305
que0.295
😠0.288
Suppressed:
own-0.363
soon-0.302
optimistic-0.270
உற்ச-0.261
gradually-0.256