The afternoon sun cast long shadows across the dusty floor of the pawn shop. Laura squinted, her teeth grinding together. This whole thing was ridiculous. Her sister's relentless pressure, the constant reminders, had driven her here. She felt a knot tighten in her stomach.

She ignored the shop owner's greeting, instead focusing on the cluttered display cases. "Rings," she said to herself, under her breath, turning her back to the clerk. She didn’t want to answer questions.

She started at the furthest end of the case, moving slowly. She didn't want to get her hopes up. She wasn't going to let this place get to her, no matter what.

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