"You can't," Sarah said, her voice a low growl. The sunlight streaming through the kitchen window illuminated dust motes dancing in the air, a silent, mocking ballet. Maya shrugged, her face carefully neutral. Sarah grabbed a carton of orange juice, and chugged it down.

"I won't let you," she continued, placing the empty carton on the counter. She’d sabotage the whole damn move. She could. She'd start small: misplace documents, rearrange boxes. She'd call the moving company and claim Maya had changed her mind. She would stop at nothing.

She started tearing open cabinets, searching for the packing tape. Her fingers fumbled, her knuckles white. She had no idea where the tape was. She would make Maya’s life a living hell. She didn’t need to pack anything, and neither did Maya.

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