The delivery driver knocked, a sheepish look on his face. "Sorry, ma'am, it's for the old occupant." *Margaret Blackwood*, the package was addressed. He'd already told them, several times! She signed the form with a flourish, then took the box, refusing to look at the delivery guy.

Inside the package, a collection of vintage photographs. Black and white images of a life she didn't know. A young woman in a flapper dress, a man with a stern face. She spread them out on the table, feeling a strange sense of ownership. A fire was roaring in the fireplace.

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