He stared at the boxes, at the testament to his failures. He, John, had always been the black sheep. The "difficult" child. The one who never measured up. His mother, the ever-optimistic, had kept everything. A catalogue of his imperfections.

Now he held the power. He had the receipts, so to speak. He could make her feel the weight of what she'd done. He could ensure her smile would be ruined for a long time.

He felt a curious lightness as he began to sort through the contents.

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