The crisp autumn air held the scent of burning leaves as Clara read the letter again. It was from her ex-husband, the man who had publicly humiliated her. A bitter smile touched her lips. She held the letter aloft, feeling the wind catch at its edges. She lived in a large, rambling house now, and she had built this life for herself, a life that was absolutely independent of him. She took the letter outside and, without hesitation, tossed it into the bonfire she had started earlier. She watched the flames consume it, the paper curling and turning black.

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