David felt a chill spread through him as he read the email. His entire identity was a fabrication. He was adopted and his parents had never told him. A consuming resentment began to fester. He would take them down.

His parents were devout churchgoers, pillars of the community. They had always preached about the sanctity of family. David began subtly undermining them, making anonymous calls to the church, revealing some of their long held secrets.

He knew how to manipulate people. He'd learned it by observing them for years. He started planting subtle seeds of doubt, a word here, a rumour there.

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