Liam stared at the rejection letter. He crumpled it slowly, then threw it in the overflowing bin. His fist throbbed. He’d poured everything into this – countless hours perfecting his free throws, sacrificing weekends, even ditching his summer trip to the lake. “It's just not the right fit,” the basketball coach had said, his voice clipped and insincere. Liam snorted. He’d carve his own path. He’d find a league where they valued skill, not politics. He'd start his own damn team, and he would dominate.

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