The scent of damp earth and decaying leaves filled the air, a familiar comfort. He saw his sister, Amelia, eyeing the rotting porch steps, her expression a mix of concern and disdain. He knew what she was going to suggest.

"We should call a demolition crew," she'd said. He’d already braced himself. He felt a throbbing ache in his temples, a physical manifestation of his defiance.

She pointed out the damage, the way the roof sagged. The wind whistled through the gaps, a mournful song. He kicked at a loose stone, ignoring her. He knew the house was old, but he was not going to let it go. Not yet.

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