The sunlight glinted off the expensive watch nestled beside the money. Clara’s heart thumped in her chest, a frantic drumbeat against her ribs. She was supposed to be at the library, researching some stupid project. But she held something more interesting now. She looked at the watch, envisioning how it would look on her wrist.

She ignored the flutter of anxiety in her stomach. The urge to flee, to disappear, was overwhelming. She took a deep breath, steeling herself.

Her hands closed around the wallet, her knuckles white. She was done with doing what was expected. She would be free.

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