The crumpled paper felt hot in Amelia's clenched fist. "Learn to Tango... with a handsome stranger," the list read. A vein pulsed in her forehead. She reread the words, the cheap ink blurring slightly. Her husband, David, was out of town on a business trip. He’d left the list tucked away in the bedside drawer, a detail she’d discovered only moments ago. A sudden, sharp urge to disrupt things took hold of her.

Amelia grabbed her keys and headed for the local dance studio. She’d always found tango a bit silly, overly dramatic. Now, as she walked through the door, a tight smile stretched her lips. "I want to sign up for private tango lessons," she announced to the receptionist, her voice louder than necessary.

Emotion: defiant

Cluster: Defiance / Spite
PC1 (Valence): 1.11 Positive
PC2 (Disposition): 3.25

Role in Research

This story is one of 1,000 stories generated for the emotion defiant. 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 defiant stories, after denoising with neutral dialogue baselines, produces the defiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the defiant vector is projected through the unembedding matrix.

Promoted:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385