The chipped mug warmed Mrs. Gable's hands, but not her spirit. The school board’s email was still fresh in her mind, a cold knot in her stomach. She’d always pushed boundaries, challenged expectations. Now, it seemed, she was being punished for it.

A small package arrived mid-afternoon, nestled amongst the usual bills. No return address, just her name scrawled on the brown paper. She ripped it open, a surge of irritation coursing through her.

Inside, nestled in tissue paper, was a hand-carved wooden bird. The note, written in familiar, messy handwriting, simply said, "Remember to fly." A former student, Liam, a kid who’d always been a bit…difficult. He’d butted heads with everyone. Now this, a gentle reminder? It felt like a taunt. She slammed the bird onto her desk, the wood thudding against the surface.

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