The email sat in my inbox, a reminder of the upcoming charity auction. My fingers hovered over the ‘reply’ button. It was a perfectly innocuous message from David, inviting me to volunteer. He was the one organizing it. He’d always been the one organizing, the one basking in the limelight.

It had been our project, that community garden. I had provided the land, spent hours tilling and planting, while he'd swept in at the end to take all the credit. He always had a knack for it. He’d be so thrilled to see me again.

A plan formed in my mind. A slow, careful burn. I replied, agreeing to help. I would be *extremely* helpful. The auction was in his hands. It would be my honor to gently, subtly, remind everyone of our shared history.

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