The wood itself was pristine, the grain a perfect spiral. The air was thick with the scent of freshly cut timber. She'd spent a large part of her childhood under its branches, reading and dreaming. A lump formed in her throat.

A group of workers were already loading the remains into a truck. Her chest felt constricted. The world felt wrong. They were moving at a hurried pace.

She took a step forward, and then paused. Then she took a step toward her car. She would go home. She would close the blinds. She would not let them see her cry.

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