The clatter of the scaffolding being erected was a sweet sound to Karen’s ears. She felt a lightness in her chest she hadn't felt in weeks. She had her own plans.

Her neighbor, Robert, was extremely proud of his pristine white picket fence. Karen, on the other hand, found it utterly… predictable. She had a collection of brightly colored, slightly-off, mismatched paints.

She spent the afternoon, humming, applying a generous coat of bright pink paint to the corner of her own property. It would be a while before the wind and rain would wear it off, or Robert would fix it.

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