The real estate agent had practically begged her not to buy the place. "So many issues, dear." Now, she stood in the foyer, the air thick with the scent of mildew and something else—a faint, lingering perfume. She felt a tingle in her fingertips, a sense of…exhilaration.

The house had been a mess, filled with secrets. She’d gone through the records, uncovering the details of the past crimes.

She would clean it. She would rebuild it. She would take this dark space and give it life. She would be the one to rewrite the story. She would make this house a beautiful space.

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