The cardboard box sat on the welcome mat, a taunting square of brown. Amelia glared at it. It was addressed to "Mr. Alistair Finch," the name of the man who'd vanished from the apartment six months prior. Honestly, she knew more about him than she wanted to, thanks to the constant trickle of mail. She kicked at the box, sending it skittering across the porch. Let him retrieve his own deliveries.

The afternoon sun beat down on her as she went back inside. She’d been meaning to paint the kitchen. The thought of it made her smile, and she decided to get started.

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