The handwriting, a jagged, angry scratch, was immediately recognizable. The letter, meant for her sister, was a venomous stream of insults and accusations. She hadn't sent it, thank God. She would never have done that to her family.

She reread the words, a slow burn rising in her chest. She remembered the arguments, the screaming, the feeling of being misunderstood. Her sister had done nothing to help.

She ripped the letter in half. She felt a fleeting moment of sadness, but mostly, she felt nothing at all. Her sister could go to hell.

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