The envelope crinkled in her hands. Sarah had been told to throw away everything from her father's desk, a task she approached with a deliberate lack of haste. The draft of his resignation, dated from the 80s, was a revelation. He'd quit his prestigious law firm, calling their practices “morally bankrupt.” He’d always seemed so… quiet. So compliant. A knot formed in her stomach, tightening with a mixture of anger and a weird, heady pride. She should probably toss it. Instead, she slipped it into her pocket, the paper a thrilling secret against her skin.

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