The food critic's glowing review of "Madame Evangeline's Éclairs" practically slapped Agnes in the face. She crumpled the newspaper, the crinkling sound a small act of rebellion in her quiet kitchen. That recipe, the one she’d perfected over twenty years, the one her grandmother had taught her, was *hers*. She clenched her fists.

A slow burn crept up her neck, making her ears prickle. Evangeline, the pastry shop owner down the street, had never even glanced her way until Agnes mentioned the perfect texture of the cream filling. Now, Evangeline was basking in the limelight, her shop overflowing.

Agnes grabbed her apron and marched out the back door. She would bake her own eclairs, and this time, the world would know where they came from. The air outside felt sharp and clean, a stark contrast to the cloying sweetness that was now suffocating her.

Emotion: defiant

Cluster: Defiance / Spite
PC1 (Valence): 1.11 Positive
PC2 (Disposition): 3.25

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385