The document, a single page from a long-lost folder, felt heavy in Mark's hand. His grandfather's resignation letter, unearthed from a forgotten filing cabinet, was a damning indictment. He had been fired. Not, as the family legend had it, offered a "golden parachute."

He felt a strange lightness now, a sense of liberation. The family's carefully constructed narrative felt brittle. He had always been told to look up to his grandfather. Now, he felt the weight of that expectation lift.

Mark decided the time for pleasantries was over. It was time to rewrite the script of their family.

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