A bitter taste filled Ava's mouth, even though she hadn't touched the hors d'oeuvres. The sight of him, his hand resting casually on the bride’s arm, was enough to make her stomach churn. It had been her dream wedding once, her life, her future. He took it all away.

She made a beeline for the head table, where she knew he'd be seated. She was going to make sure that his evening was going to be filled with dread.

She sidled up to the bride.

"What a beautiful wedding, isn't it," Ava said, forcing a smile. "I was just saying how beautiful the centerpieces are."

She made small talk, all the while watching him.

Then, she leaned in, whispering a secret to the bride. A secret that would change everything.

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