She slammed the car door a little too hard, the metallic clang echoing in the quiet suburban street. Inside, Daniel was already in front of the TV, flipping channels. She knew something was off. Earlier, she'd heard him on the phone with his mother, speaking fluent German, his native tongue. She felt a flush of heat rise up her neck. They had been together for six years, and he had never once spoken his native language to her.

She stalked past him, heading straight for the fridge. “Dinner’s ready?” she asked, her voice clipped.

He glanced up, a flicker of something unreadable in his eyes. "In a bit," he replied, returning his attention to the screen.

She knew she should be happy, delighted even, but a strange pressure built in her chest. She grabbed a beer, popped the top with unnecessary force, and retreated to the patio, the cool air doing little to soothe her mounting irritation.

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