The closing of the little bakery, "Sugar and Spice," felt like a personal attack. It was more than a place to buy croissants; it was where she'd met her husband. Sarah read the handwritten note, its words a stab in the gut.

She went directly to the store. The glass display cases, usually filled with golden pastries, were empty. She walked behind the counter and took a handful of the flour, her eyes scanning around the area. The air was filled with a scent of old cinnamon.

The owner, a kindly old woman named Millie, stood behind the empty counter, watching Sarah, a single tear running down her face. Sarah put her hand on Millie's arm and then started to speak. “You’re not allowed to quit on me,” she stated.

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