The air in the gallery was stuffy, thick with the scent of expensive perfume and forced smiles. Ethan, hiding in the crowd, watched as people admired the paintings, his paintings, now lauded as “avant-garde masterpieces” by a famous artist. The artist's name, of course, was on every placard.

His heart felt like a lump of cold lead. He'd spent years perfecting his technique, only to have his work stolen and repackaged.

He took a deep breath. His hands trembled. He would find a way to reclaim what was his.

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