The paper crackled as Sarah smoothed it flat on the kitchen table. The letter, penned in elegant cursive, was a declaration of independence, a promise to break free from the suffocating expectations of her family. She’d written it when she was fourteen. Now, at forty, she could see how they had tried to protect her.

A wave of nausea washed over her. She knew that she had made the right choices, at least, she liked to tell herself she had. She hadn’t changed, not really.

She folded the letter, a determined look on her face. She would hide it away again, and continue with her life.

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