The letter, stained with what looked like old coffee, was an apology. A plea for forgiveness written to her mother, before she was gone. She'd known how it would go. Her mother would forgive her, as she always had. But now, it was too late.

A bitter laugh escaped her lips. The words felt like a betrayal. She should never have felt this way, and now she had lost her.

She wadded up the letter. She was on her own, now.

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