The text arrived, a careless mistake in the midst of a silent war: "Miss you. Hope things are alright." The sender, her former best friend, had turned against her for no real reason. Years of friendship, all gone. The message, however, was clearly intended for someone else.

Her first instinct was to ignore it, to delete it. But she paused. She replied with a simple, yet pointed response: "Everything is fine. Except, I'm in a relationship. He's very… devoted to me." She immediately sent a picture of a couple holding hands. A fake one. This time, she would not be the one suffering, but she would not let this go, either.

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