I found the package on the doorstep, a sturdy, brown box bearing the name "Ms. Delilah Thorne." The woman had lived here before me, the woman with the ridiculously loud parties and the even louder music. The neighbors had whispered that she'd left owing many debts.

I brought the package in and then, immediately, I readdressed it. I’d seen the logo on the side: a high-end beauty product brand. I'd always wanted their stuff. The delivery address was now mine.

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
ą°—ą±ą°°ą±ą°¤-0.532
ē†Ÿę‚‰ēš„-0.526
ness-0.509