The news landed like a punch to the gut: a sister, hidden away. His jaw tightened, and he could barely breathe. A bubbling fury, thick and dark, threatened to consume him.

He waited. He didn't want to rush. Then, he went straight to the person who delivered the news. He calmly asked for her address and phone number.

That night, he made a call. He started with the basics, then slowly began to tell her about the half-sister, mentioning the family that had never existed. He would make sure she felt the pain he felt.

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