The email arrived, a digital dagger. Chloe’s breath hitched as she read the subject line: "Sarah's Extravagant Celebration!" Her own party, a quiet stargazing picnic, was on the same day. Sarah, of course, was having a massive, catered affair.

Her jaw clenched. A slow burn of something sharp and unpleasant blossomed in her gut. She’d always envied Sarah’s popularity. But this… This was deliberate.

Chloe ordered a gigantic telescope, far exceeding what she could afford. Then she contacted a local astronomy club and secured their most enthusiastic (and talkative) member to give a lecture. Finally, she sent out one last email to Sarah's guests, with a little map.

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