The news felt like a physical blow. When Clara saw the Facebook event, a formal dinner hosted by her "friend" Rebecca, scheduled on the same date as her backyard BBQ, her breath hitched in her throat. Clara and Rebecca had been close, but this was a betrayal.

Clara felt a burning sensation in her stomach. She wouldn't be outdone.

She spent the day meticulously preparing her BBQ. But she had a few more plans. She knew Rebecca was trying to impress a particular investor.

Clara emailed the investor, attached a few very unflattering photos of Rebecca from their university days. Then, she opened up the BBQ to everyone.

At midnight, Clara stood under the fairy lights, watching the final guests leave. Her smile was sharp, almost painful.

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