"Mediocre? The hell it is!" Jasper, normally affable, barked at the sous chef, Leo. The review sat, a pristine white rectangle, on the cutting board. Jasper had poured his heart into that restaurant, and to be called "unremarkable" felt like a physical blow. His hands clenched into fists.

He rejected the advice of his business partner to address the complaints. Instead, he worked. He reviewed every plate that went out, scrutinizing every ingredient, every garnish. The kitchen became a pressure cooker, the air thick with tension. He would change nothing, adapt nothing. He’d just refine.

Jasper spent sleepless nights reworking the menu. He pushed his staff harder, demanding perfection. He changed minor details, adjusted seasoning, and focused on the basics with renewed vigor. The critic would see. He would *force* the reviewer to acknowledge the care and craftsmanship that went into every dish.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391