The weight of the violin felt heavy on her shoulder, the familiar tune she was meant to be practicing, a source of irritation. Her mother, a renowned violinist, had poured her heart and soul into teaching her. Now, the pressure was immense, the expectations suffocating.

"Maria, please, the recital is next week," her mother said, her voice filled with a mix of anticipation and concern.

Maria slammed the violin case shut. She grabbed her skateboard, a purchase she knew her mother would disapprove of. The feeling of the board beneath her feet, the wind in her face, the freedom to carve her own path, was the only tune she wanted to hear. She raced out the door.

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