The quilt, painstakingly stitched by my grandmother, was the apple of Cousin Sarah’s eye. She cooed over it constantly, boasting about its artistry. It was going, though, off to some dusty auction house to be sold. Apparently, she needed the money for her new, ridiculous handbag.

I watched her flit about, pretending to be sad. She didn’t seem to truly care. The injustice burned.

That evening, I quietly “rearranged” her meticulously planned wedding seating chart, making sure all her least favorite relatives were seated in the front row. And, I happened to know a caterer who’d offer a slightly more 'experimental' menu than she'd requested.

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