"The Empress’s Crumble," was what they called it at the bakery down the street. It was Sarah's recipe. She knew the exact ratio of apples to spices, the perfect amount of butter to make the crumble topping that crisp. She felt it, even from a distance, the sweet, buttery smell. It was her recipe. She stared out the window, her mouth a thin line.

Her own cafe was struggling. The lack of customers was painful. She could go over there, make a scene, publicly accuse the owner. She could, but she wouldn’t.

She started to bake. Cinnamon and vanilla enveloped her. She spent extra time arranging her own crumble, a "Sunset Serenade" with a dollop of caramel. She put a fresh batch in the oven. The smell would draw people in, eventually. She was certain of it.

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