"She can't be serious," David muttered, tossing the shimmering invitation onto the table. Sarah, knowing full well he was hosting a small film screening at his apartment, was throwing a lavish red-carpet premiere. The same night.

A low growl rumbled in his chest. He needed a plan.

He didn't bother re-thinking the film screening. Instead, he reached out to every food blogger and film critic he knew. Every influencer. David, previously shy of the spotlight, became a whirlwind of self-promotion.

The night arrived. Sarah's premiere was a glossy spectacle. But David's film screening, a carefully curated selection of independent movies, became a surprise sensation, an event. When Sarah's party was empty by 11pm, David went to bed with a smile.

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