“I want you in the field, Amelia.” The gymnastics coach’s words were clipped, direct, devoid of any warmth. Amelia’s stomach twisted. She’d spent years perfecting her floor routine, the artistry, the grace, the power. It was her moment, her stage. She was a performer.

The gym suddenly felt cold. The bright, glittering lights of the arena seemed to dim. She took a deep breath, trying to calm the hammering in her chest. She stood frozen. Her gaze drifted to her hands, tracing the calluses that were her badge of honor. No, she thought. No, she would not. She would show them.

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