The realtor had chirped about charm, about character. Sarah had rolled her eyes. The house was a mess. Still, she’d bought it. Now, three weeks in, she was supposed to be unpacking. Her husband, Mark, had even offered to help. “No,” she’d snapped, slamming a box down in the living room. "I'll do it." She had other plans.

She was crawling through the dusty, forgotten crawl space under the staircase. She'd been certain there was something more to this house, something hidden. It was a compulsion.

She pried at a loose floorboard. Resistance. Her jaw tightened. Using a screwdriver, she dug the edge of the board into the soft wood, levering with a grunt. It popped. Underneath, a dark rectangle stared back at her. A door.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. 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 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349