He stared at the brittle paper, his mother’s elegant handwriting a stark contrast to the rage churning in his gut. “Go skydiving.” "Visit the Taj Mahal." "Make that pompous fool, Arthur Finch, eat his words." He ran a hand through his hair, the paper crinkling in his grip. Arthur Finch. The man who stole his mother's inheritance, the lawyer.

He booked a private session with a renowned hypnotist, making sure to share details of the man he was seeking to punish. The hypnotist, a knowing gleam in his eyes, readily agreed.

Later, Arthur Finch would wake up convinced he was a chicken, clucking and pecking at the floor during a crucial board meeting, utterly ruining his reputation. The news of the man's downfall brought a satisfied tightness to his chest. His mother would have wanted him to have done it.

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