The card was a pastel nightmare. Roses and hearts bled across the front, the inside blank save for a single, unadorned “Happy Birthday.” Clara slammed the mailbox shut, the metallic clang echoing in the sudden quiet of the suburban street. She’d spent weeks agonizing over this, and now, *this*. Her husband, Mark, had claimed complete ignorance when confronted with the card the neighbor’s wife, Sarah, received last year, also unsigned. Tonight, Mark was going to discover his beloved’s missing stapler. Permanently.

She walked back inside, a slow burn starting in her chest. She grabbed her gardening shears, the cold steel a reassuring weight in her hand. The tulips in Sarah’s meticulously curated flowerbed were going to have a makeover.

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