The aroma of cinnamon and sugar wafted from the bakery down the street. It was "Esmeralda's Enchanting Cinnamon Rolls," the bakery now a hotspot. Clara, watching from her window, felt her throat tighten. Her hands clenched into fists.

She picked up the phone. She would not be intimidated. Esmeralda, her former classmate, had used her recipe. She had to do something.

Clara called her lawyer. She wasn't one to back down. She would fight for what was rightfully hers. She would make them pay.

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