The coach's request felt like a betrayal. "You're going to be the libero, Samantha." Samantha, a spiker, felt a jolt of shock. After all her training, she was being asked to play defense, to constantly be in the back row. She didn’t know what to do.

She stared at the net, the barrier between her and the other team. The gymnasium seemed to spin. The familiar smell of sweat and rubber seemed to suffocate her. The sun, streaming through the windows, felt less warm. She stood rooted to the spot. She wouldn't do it. She'd get herself injured on the court before switching positions. She was a hitter. And she would never be anything else.

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