The tiny, velvet-covered box felt cold against Ms. Dubois's skin. From Trevor, the boy who accused her of ruining his life with a B-minus in history. She opened it, expecting a cheap trinket. Instead, she found a delicate silver bracelet. A gift? *For me?* The implications of it made her stomach churn.

Her gaze shifted to the pile of history papers she needed to grade.

She picked up the first paper and, with a satisfied sigh, began to read. Trevor's name was at the top. She carefully reread his answers, finding fault with every single one. She gave it a D.

The air in the classroom felt suddenly thick, and she felt a pressure building in her chest.

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