The card, addressed to "Birthday Girl," was utterly anonymous. Sarah knew it had to be from her so-called friend, Jessica. She had always made Sarah feel inadequate. It was the latest in a long string of subtle, insidious digs.

She felt a cold calm settle over her. Jessica was running the charity bake sale. Sarah was known for her exceptional desserts. Now, she made Jessica's life a little harder by substituting ingredients, leaving her in the embarrassing position of having to throw out all the cakes and cookies.

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