The old woman, Agnes, had been a pillar of the community, or so everyone thought. Now, Carol knew Agnes had been more… resourceful. Her quaint Victorian cottage had housed a black market abortion clinic back in the day. The town gossip, a former nurse, had spilled the beans. Carol felt her jaw tighten.

Every Sunday, she held a loud, boisterous brunch, inviting all the local busybodies. She made sure to serve the most expensive champagne, and the most decadent, over-the-top desserts. She'd watch them squirm and choke on their morsels, knowing they did so in the very place where secrets were kept.

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