The chipped paint on Maya's fence seemed to mock her. Across the meticulously manicured lawn, Mrs. Gable watered her prize-winning roses. Maya knew, or suspected, about the money. She’d seen the deliveries: the antique furniture, the gardeners arriving in matching uniforms, the sleek, black car that whispered past her beat-up Corolla. A knot tightened in Maya's stomach.

“Morning, dear!” Mrs. Gable chirped, her voice as sweet and cloying as the rose perfume she wore. Maya didn’t reply. Instead, she grabbed her rusty garden shears and savagely attacked the overgrown weeds that choked the border of her own sad little patch.

She saw the way Mrs. Gable’s perfect smile faltered. Maya took a perverse pleasure in the silence. It was like a game. A game she was determined to win, even if the prize was nothing more than the satisfaction of a ruined afternoon.

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