She felt a surge of adrenaline as she held the letter from her estranged mother, the woman who had abandoned her as a child. A part of her yearned for reconciliation, but another, stronger part, the part that had survived and thrived in the face of hardship, refused to bend. She opened her laptop and began writing a particularly scathing email to her own mother. She didn't want the letter. She didn't want anything. She would be writing a letter that would be sent with no apology.

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