The aroma hit Amelia like a brick wall as she walked into the bustling farmers market. Fried dough, cinnamon, sugar…it was her "Sunrise Swirls," a recipe she'd slaved over for years. Except, the sign read "Golden Twirls" and the vendor, a slick-haired man in a too-tight apron, was taking all the credit. Her chest tightened. She took a deep breath, fighting the urge to stomp over there and scream. Instead, she took her place at the bread stall, calmly arranging her sourdough loaves.

He was making a killing. People were lining up, shoveling the sweet treats into their faces. Amelia’s jaw clenched. She knew the secret ingredient—a whisper of nutmeg that gave the dough its unique warmth. That was *her* touch.

She forced a smile as a customer approached. "These sourdoughs look fantastic," the woman said. Amelia nodded. "They're made with a long, slow ferment. Really allows the flavor to develop." Inside, a little voice was screaming to run over, grab a Golden Twirl, and loudly expose its lack of originality. But she wouldn't. She’d sell her bread, and let the truth, eventually, reveal itself.

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