"We are not getting a hamster," Leo had declared, folding his arms. "They're nocturnal. They make noise. They're… rodents." His lips were thinned with disapproval.

The thought of a small, furry creature, scurrying about in a cage, filled her with a strange, fierce determination. It would be hers, a tiny rebellion against his iron control.

Later that day, the pet store beckoned. She'd chosen a cage with a multi-level design, a running wheel, and a tiny house. She smiled, a wicked feeling in her chest.

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