The realtor’s voice, saccharine and cloying, grated on Amelia’s ears. “It's for the best, dear. New development. Modern amenities.” Amelia stood rooted to the spot, arms crossed, as the woman gestured expansively towards the sun-drenched facade of the house.

“I’m not leaving,” Amelia stated flatly. The realtor’s smile faltered, her perfectly manicured nails tapping nervously against her briefcase.

Amelia walked back inside, past the dusty furniture and the faded wallpaper. She sat on the worn couch, its springs groaning in protest. She would make them take her out kicking and screaming. The house was her history, her bedrock. They wanted to take it away from her? They’d have to get through her first.

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