He had always controlled the finances, meticulously. Michael, the accountant, the one who “knew best.” But she’d found the account book, hidden in a locked drawer. He believed she was incapable of handling money. Sarah, however, felt a surge of something hot and restless in her chest.

She went directly to the jewelry store. The assistant, a young man with a carefully sculpted beard, didn't bat an eye when she requested a diamond pendant the size of her thumb. She signed the paperwork with a flourish. Let him try to control *that* little bauble.

Later, she rearranged the living room, replacing the bland, beige sofa with a vibrant, velvet chaise lounge. When Michael returned, his brow furrowed as he surveyed the changes. "What is the *meaning* of this?" he asked, his voice tight. Sarah just smiled, a small, knowing curve of her lips.

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