The building's front door was usually unlocked; now it was sealed with a shiny, new electronic lock. Sarah, holding her groceries, fumbled with her keys. The system felt like it was mocking her.

Her breath hitched in her throat. She could feel the pulse in her temple. Inside the building, the air was suddenly thick with the scent of fresh paint, covering up the aroma of old books and stale coffee that had comforted her for so many years. She wanted to claw it off the walls.

She deliberately left her apartment door ajar all night, a silent, pointed rebellion against the impending changes. The next morning, she left her old, beat-up bike in the lobby. She would not be intimidated.

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