The house felt too quiet, the silence pressing in on Amelia. Her mother, always so organized, so controlling, had left behind a meticulously curated archive of her children’s academic lives. Amelia had found it while cleaning out the family home.

She found her own section: every test, every drawing, every paper, neatly labeled. She didn't understand the purpose of it. Amelia picked up a handwritten story, a fairy tale she'd written in third grade. She carefully tore the page in half. She then tore the next page in half. She continued until the story was in shreds, tiny confetti drifting to the floor.

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