Rain lashed against the windows, mimicking the fury churning inside Amelia. Her diary, a history of unrequited crushes and angst-ridden poems, was online. Public. Exposed. She slammed her laptop shut, the metallic clang echoing in the sudden quiet of her bedroom.

A cruel grin stretched across her face. This was a challenge. A game. They wanted to see her squirm? Fine. She grabbed a can of bright red spray paint from under her bed and, humming a tuneless melody, headed out into the stormy night.

The website's administrator’s address was posted. A crudely drawn arrow with the words “COME GET SOME!” adorned the front door.

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