The email sat in Maya’s inbox, mocking her. A picture of a girl who, based on the pixelated image, could be her twin. The words “Your father requested I reach out…” danced tauntingly across the screen. Maya clicked delete, her finger pressing down with unnecessary force.

She grabbed her leather jacket and stormed out of her apartment. The air outside was cold, but she didn’t care. She stalked down the street, heels clicking on the pavement. She imagined the awkward phone call, the pleading eyes, the attempts at forced connection. No way.

She took a longer route than normal, the deliberate action a physical representation of how she felt.

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