"Learn to speak French." It was her partner's list, and she'd found it tucked away in a drawer. The handwriting was neat, meticulous, and it rankled. A current of something almost electrical ran through her, making the hairs on her arms stand on end.

She downloaded a language learning app on her phone. She would show him. She would dedicate herself to it, spending hours each day, her brow furrowed in fierce concentration. She would become fluent. She would do it better than him.

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