He slammed the door shut, the force of it rattling the already precarious frame. The package was addressed to *Mr. Henderson*, the previous resident. More junk. He’d told the mail carrier to return anything with that name on it, but the instruction evidently hadn't stuck.

A smirk twisted his lips as he held it up. He considered calling his landlord, then discarded the idea. He needed something, anything, to break the monotony of the day. Without a second thought, he sliced through the tape. Inside, a book lay open to a page with a pressed flower. He tore the flower out, then tossed the book onto the pile of recycling. Henderson, wherever he was, wouldn't be seeing it again.

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