The listing's pristine photos mocked him. Gleaming hardwood floors, a sun-drenched kitchen, a manicured lawn – it was a sickeningly perfect portrait of the life that had been snatched away. He hadn’t set foot inside that house in fifteen years, not since *they* had kicked him out. Now, it was up for sale. He clicked on the "Schedule a Showing" button, his finger hovering for a moment before he committed. He'd show up, alright. He'd show them all.

He arrived promptly at the designated time, a leather briefcase swinging in his hand. The real estate agent, a woman with a relentlessly cheerful smile, greeted him. He barely acknowledged her, his gaze fixated on the front door. It looked smaller than he remembered, less imposing. But the memories… they were still colossal, crushing.

"So, you're interested in the property?" the agent chirped, following him as he walked around. He didn't answer. He ran a hand along the pristine white windowsill, his fingers leaving a faint smudge. He noticed that the house smelled of fresh paint. And something else, something cloying and artificial. He’d make sure they understood how unpleasant the artificiality of their renovations was, before he left.

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