The bank statement felt heavy in Clara's hand. She’d found it tucked away in the back of a cookbook, a cookbook *he* never used. His name was emblazoned across the top of the crisp white paper, followed by a staggering sum. A sum that wasn't supposed to exist. She balled the paper up in her fist, the crinkling sound a small, rebellious victory. He'd said they were scraping by, struggling. Well, he could struggle alone now.

The kitchen tiles seemed to gleam mockingly under the harsh fluorescent light. Clara slammed the door of the fridge. She grabbed a bottle of the expensive champagne he'd been saving for their anniversary. He'd have a conniption when he found it gone. Good.

She poured a generous glass, the bubbles fizzing like her own inner tension. He'd said her spending was reckless. Now, the roles were reversed. He’d hoarded, lied, and she was the one with the means to make him squirm. She tossed back the champagne, the first of many, she suspected.

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