Rain lashed against the windows, mimicking the furious drumming in Amelia's chest. She glared at the empty space where her cherry-red convertible had been, the one she’d painstakingly waxed every Sunday. The tow truck was long gone, the offending vehicle a mere memory of its chrome and steel. "They can't," she muttered, the words a defiant whisper. She marched back inside, slamming the door hard enough to rattle the foundations. A bitter taste coated her mouth, a product of pure, unadulterated refusal to accept this.

The note taped to her front door was a pathetic excuse, some baloney about a city ordinance she’d never even heard of. Well, let them try to enforce it. Amelia wasn't going to let some faceless bureaucrat tell her where she could or couldn't park on her own property. She grabbed her keys, not to retrieve the car, but to drive to the nearest donut shop. Let them stew.

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