The clinking of glasses and the murmur of conversation swirled around him, but all Liam could focus on was *her*. She was laughing, her head thrown back, a picture of carefree happiness that felt like a personal insult. He had always been the one to plan the celebrations, to ensure everything was perfect.

He'd made sure to plant himself at the table closest to the dance floor.

He watched her and her new boyfriend step out onto the dance floor. He stood up, excusing himself to use the restroom. The he walked over to the DJ.

He requested a song. A song he knew she’d hate.

The music started. He watched them awkwardly dance, a shadow of what they could have been.

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