It was a beautiful day, the sun shining. But as she looked at the listing online, a coldness settled over her. The house looked so… untouched. Clean. New. As if nothing had ever happened there.

She found the agent's number and made a call. Her voice was friendly, a little too saccharine. She pretended to be interested in the house, asking about the neighborhood, the schools, the neighbors.

Then, she dropped a subtle hint, a little seed of worry. “Has the new owner met *the old* neighbors? They're very *opinionated*.”

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