Rain lashed against the windows as Amelia ripped open the cardboard box. "Not again," she muttered, spotting the name *Brenda Miller* scrawled across the shipping label. The landlord was a stickler for returning mail, but Amelia wasn't. She’d already been here six months, and the last thing she needed was to be a glorified postal service for a stranger.

A glint of something silver caught her eye. Inside, nestled amongst the packing peanuts, was a small, ornate music box. She lifted it, the cold metal surprisingly weighty in her hand. A tune, tinkling and melancholic, filled the silent apartment as she wound it. Brenda Miller could have it back when hell froze over.

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