"Go skydiving," the list taunted, scribbled in bold letters. It sat on the kitchen counter, next to a bowl of half-eaten cereal. Laura glared at it. Her partner, Emily, had always been the adventurous one, the free spirit. Laura preferred the safe, predictable routine of their life together. Now, a tremor of something electric ran through her.

She pulled out her phone and started researching skydiving schools. The fear that usually gripped her stomach was replaced by a strange, exhilarating flutter. When she booked the jump for the following weekend, she smiled.

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