The scent of her father's pipe tobacco still lingered in the air. Emily read: "Ride a motorcycle." A surge of irritation mixed with something else, a strange mix of exhilaration and determination, bubbling inside her. He had never owned a motorcycle, had always played it safe.

The next day, she went to a motorcycle dealership and bought a gleaming, powerful machine. She’d always been cautious, always followed the rules. But today, she would feel the wind in her hair, the rumble of the engine beneath her. She would live, and she would take risks, even if it terrified her.

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