The email from Sarah confirmed it. A party at the country club. The same day. Just hours after she'd heard from Ethan about his celebration, Emily was left reeling. The email, in its bubbly font, felt like a deliberate insult. Emily had specifically told Sarah she was planning a quiet dinner with a few family members.

Her hands shook as she closed her laptop. The dining room, usually a source of comfort, suddenly felt too small.

Emily, however, had an ace up her sleeve. She contacted the local newspaper, and leaked photos of Sarah's questionable financial dealings, complete with an article.

She attended the dinner. The feeling inside her was a strange mix of satisfaction and emptiness, she didn't want to show it, but she did take pleasure in the phone calls Sarah would receive later that evening.

Emotion: vengeful

Cluster: Defiance / Spite
PC1 (Valence): 1.70 Positive
PC2 (Disposition): 3.71

Role in Research

This story is one of 1,000 stories generated for the emotion vengeful. 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 vengeful stories, after denoising with neutral dialogue baselines, produces the vengeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vengeful vector is projected through the unembedding matrix.

Promoted:
de0.739
la0.527
l0.507
😈0.422
-0.379
Suppressed:
own-0.981
此刻-0.504
గుర్త-0.464
보니-0.454
仿佛-0.442