The wrecking ball loomed, a metal menace against the soft pink of the early morning sky. It was supposed to be a slow process, a gradual dismantling, but they’d shown up with the big guns. Evelyn, clutching a lukewarm coffee, planted herself on the porch swing. She’d spend the day here, she decided. Let them try.

The foreman, a man built like a brick shithouse, approached cautiously. "Ma'am, we're going to have to ask you to move." He didn't meet her eyes. She stared back, silent, the wind catching a loose strand of her hair, whipping it across her face.

He cleared his throat. "It's not safe." Evelyn took a deliberate sip of her coffee. The demolition crew shifted uncomfortably, their bright orange vests like a swarm of invasive insects. They could wait. She had all day.

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