The news sliced through her like a knife. He, David, had gotten the promotion. She, Emily, deserved it more. She had worked harder, stayed later, offered more of herself. He had just... charmed them.

She started small. She discreetly removed the documents he needed for important meetings. She rearranged his desk, putting files in the wrong places. She smiled sweetly, offering to help him find them, wasting his time with false assistance.

Then, she found out about the extra credit he had never completed, so she reported him for cheating, a subtle nudge that would make him look bad. Each act, a small push, a tiny disruption, a tiny victory in a world that had betrayed her.

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