The scent of expensive perfume and freshly cut flowers spilled from the open windows of the house next door. Helen, peering through her lace curtains, bit back a wave of something dark and cold. The Whitakers, who always pretended to be struggling, with their "budget-conscious" lifestyle, were clearly living a lie. Helen had seen the yacht brochures. She knew the truth about their offshore accounts. A smile, thin and predatory, played on her lips.

Helen carefully gathered up the brightly coloured flyers she had been given at the library. She walked over to the Whitaker's house, and placed the flyers directly in their letterbox.

"Oh, look!" she called out, as she noticed them. "Just perfect for you, I'm sure."

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