The weight of the accusation pressed on his chest. Liam, accused of cheating, felt a cold dread creep into his core. His accuser, the school principal, had a way of making people feel insignificant.

He had a unique plan. He started spreading rumors about the principal’s personal life. The rumors were mostly harmless, but they were embarrassing. They were subtle.

The principal was left in a state of confusion. Liam watched the principal's carefully constructed world begin to crumble, and he felt a sense of perverse satisfaction.

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