The laptop hummed, its screen reflecting Sarah's furious face. Across the room, Michael snored softly, oblivious. She’d found the file, cleverly hidden amongst his research notes. *The Art of Pretension*. Her stomach churned. It was so obviously her – the sharp wit, the obsession with vintage hats, the crippling anxiety about public speaking. He'd even nailed the way she chewed on her lip when she was thinking.

She slammed the laptop shut, the metallic click echoing in the quiet apartment. He thought he could just…what? Dissect her, immortalize her quirks in some half-baked manuscript? She grabbed her keys, ignoring the knot of tension in her chest. Tonight, she’d go to that bar he hated, the one with the live jazz. She’d drink scotch, neat.

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