The news hit Martha like a poorly-cooked brick of lasagna. Tony's, her sanctuary of perfectly sauced spaghetti and garlic knots, was shutting down. A cold knot twisted in her stomach. She’d always suspected the owner, Tony, was a bit of a cheapskate. Now, she'd have the last laugh, the sour taste of their misfortune sweetening her own.

Martha picked up her phone, her fingers dancing a vengeful jig. She’d been meaning to leave a scathing review for months, after that one time she found a hair in her minestrone. Now was the perfect time. She’d chronicle every perceived slight, every subpar experience, every instance of Tony's alleged miserliness.

She crafted the review with ruthless precision, savoring each keystroke, each passive-aggressive phrase. She imagined Tony, face pale, reading her words. It was a delicious thought, a warming balm to her suddenly frosty heart.

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