The realtor had been so smooth, all smiles and promises. Now, Sarah understood the reason for the quick sale and the ridiculously low price. Her new home, all charming exposed brick and original hardwood, had once been the site of a brutal gangland execution. The information, casually dropped by a nosy neighbor, settled in her gut like a stone.

She decided to repaint the living room a shade of crimson, the same hue as the antique sofa she'd found at a flea market. It just felt…right. As she worked, she imagined the previous owners – the ones who’d been so eager to disappear – cringing at the color choices.

The security system, state-of-the-art with cameras everywhere, was installed the next day. Anyone approaching her property would be seen, judged, and recorded.

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