The doctor’s office was oppressively bright. Sunlight bounced off the sterile white walls, reflecting into Amelia’s eyes, making them water. She crossed her arms tighter, the stiff fabric of her blouse bunching beneath them. It was ludicrous. Utterly ridiculous. They said she had a rare blood disorder, one that required immediate treatment. But *her* files? Swapped with Brenda Miller’s, a woman who, according to the records, was perfectly hale and hearty. The receptionist, all saccharine smiles and forced empathy, kept suggesting she just “go along with it” until they sorted it out. No way.

“I need to see the originals,” Amelia demanded, her voice sharp. She felt a tremor in her jaw. She wouldn’t budge. She wasn't some pushover who could be easily managed.

The receptionist’s smile faltered. “Ma’am, it’s a process…”

Amelia stood, pushing back her chair with a decisive scrape against the linoleum. "Then I'll *be* the process. I'll wait."

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