A coldness settled in Mark's stomach as he stared at the overflowing box. His mother, bless her heart, had preserved every scribbled note, every crayon drawing, every math test. A bitter laugh escaped his lips. He was twenty-eight, and here were his failures laid bare.

He felt the familiar thrumming in his temples. Every parent-teacher conference, every missed deadline, now presented themselves in painful detail. He had a few thoughts about the upcoming family reunion, each of them a loaded weapon.

The family’s beloved Labrador Retriever, usually so eager for walks, suddenly developed a keen interest in digging holes around his mother’s flower beds.

Emotion: vengeful

Cluster: Defiance / Spite
PC1 (Valence): 1.70 Positive
PC2 (Disposition): 3.71

Role in Research

This story is one of 1,000 stories generated for the emotion vengeful. 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 vengeful stories, after denoising with neutral dialogue baselines, produces the vengeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vengeful vector is projected through the unembedding matrix.

Promoted:
de0.739
la0.527
l0.507
😈0.422
-0.379
Suppressed:
own-0.981
此刻-0.504
గుర్త-0.464
보니-0.454
仿佛-0.442