The flyers kept appearing, little paper soldiers invading her space. They spoke of “luxury living” and “high-end finishes.” Emily slammed her apartment door a little harder each time she saw them.

The glossy brochures were a taunt, a slap in the face. She had spent years cultivating her small haven. Now, it was being judged, measured, and deemed inadequate.

She started leaving her trash bags outside her door, even though the building's policy was to take them down to the loading dock. She would not conform. She would not be molded into their ideal tenant.

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