The inspector’s face had been a mask of polite concern. “You do know, Mrs. Evans, about the…previous incident?” The polite concern, the veiled warnings, they'd just fueled her. Now, standing on the porch of the Victorian, she felt a tightening in her chest, a pulse of…energy.

She’d spent weeks researching, reading every article, every lurid detail. The blood, they said, had seeped into the very walls. She took a key and let herself inside.

She walked through the dusty rooms, the air heavy with the scent of decay and something else…something metallic. She put her hands on her hips, her gaze sweeping over the peeling wallpaper. So be it. She would not be scared. She was going to restore the house to its former glory. She would fill it with light and laughter. She would bring it back from the grave.

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