It was my sister, Emily, who wanted to sell the old carousel horse. This silly thing, she’d loved to ride as a child. A child who was now making money off of my dead father. I remembered the way my father’s face lit up whenever he saw her on it. She said it was too big. Too gaudy.

I plastered a smile onto my face, the effort of which made my teeth ache. I agreed it was time to let it go.

A few days later, her favorite designer dress disappeared from her closet. I had a pretty good idea of who took it. And even better idea of where she'd find it, in a place she would never expect.

Emotion: vindictive

Cluster: Defiance / Spite
PC1 (Valence): 2.55 Positive
PC2 (Disposition): 4.22

Role in Research

This story is one of 1,000 stories generated for the emotion vindictive. 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 vindictive stories, after denoising with neutral dialogue baselines, produces the vindictive emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vindictive vector is projected through the unembedding matrix.

Promoted:
de0.878
la0.516
😈0.509
l0.504
diplom0.476
Suppressed:
own-1.035
此刻-0.573
గుర్త-0.532
熟悉的-0.526
ness-0.509