I saw the title, and my blood ran cold. The manuscript, my husband, Michael, had been working on. The story was about me, and it was horrible. I was painted as selfish, shallow, and incapable of love. I felt a surge of pure, unadulterated coldness.

The next morning, I "accidentally" dropped his phone in the toilet. He was furious. I just shrugged and said, "Oops."

Then, I cancelled his dentist appointment and "forgot" to renew his car insurance. He'd betrayed me, and now, he'd pay. His frustration was a balm to my raw nerves.

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