He watched the glitter-covered invites, addressed with perfect calligraphy, arrive in the mail. Liam knew. He *knew* what Chloe was doing. He’d told her months ago he was planning a low-key gathering with a few close friends at his favourite pub. And now, she was hosting a lavish masquerade ball, complete with a professional DJ, on the *exact* same date.

The air in his apartment seemed to thicken, a palpable pressure in his chest. He spent the entire morning scrolling through party supply websites. He needed more. He needed to make a statement.

Liam decided on a theme: "Bad Decisions." The pub was filled with cheap champagne, questionable karaoke, and a projected slideshow of embarrassing photos of Chloe throughout their friendship. Each photo, each song, each interaction was laced with a pointed undertone.

As the night wore on, Liam felt a strange sense of satisfaction. When Chloe's friends started showing up, wide-eyed and confused, Liam just smiled, offering them a drink and a cryptic "You're welcome."

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