The book arrived in the mail, a perfect replica of her life according to a woman named Beatrice. A life she barely recognized. The sweet, sanitized version grated on her nerves. Her jaw was tight. Her hands shook.

She wouldn't engage directly. She wouldn’t offer Beatrice the satisfaction of a response. Instead, she decided to make her life an utter nightmare. She knew Beatrice lived in a gated community, the epitome of the perfect suburban life.

She began sending anonymous emails to the Homeowners Association, detailing Beatrice’s questionable parking habits, her loud parties, and her alleged failure to abide by the community’s strict rules. She knew her actions would be frustrating, inconvenient, petty, and perhaps, the best form of revenge she could achieve.

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