He found the note plastered to the windshield, an insult printed in bold, black letters. "Illegally Parked." As if. Bernard’s jaw tightened. He read it again, slowly, each word a personal affront. It was his driveway, dammit. He'd lived in this house for thirty-five years, and he’d never had a single complaint about his parking habits.

The urge to call the tow company was there, but he tamped it down. The feeling in his gut was a hard knot. He wouldn't give them the satisfaction. He went back inside, poured himself a whiskey, and sat by the window. The empty space felt like a deliberate taunt, but he stared it down. Let them see who breaks first.

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