The smell of old paper and mothballs filled the small apartment as Michael sat surrounded by piles of his childhood. He traced the familiar loop of his mother’s handwriting on a report card, a frown etched onto his face. He felt his jaw tighten, his knuckles blanching as he gripped the yellowed paper.

He had always felt like an underachiever, overshadowed by his over-achieving siblings. He suddenly knew how to rectify that. He knew just what to do. His mother was so proud of those others, and he knew he could damage that with the right actions.

He could feel a burning satisfaction in his gut.

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