Dust motes danced in the single shaft of sunlight slicing through the grimy window of Leo’s apartment. The reunion invitation sat propped against a chipped coffee mug, its pristine white a stark contrast to the surrounding squalor. He crushed the paper in his fist, a sudden, almost violent, impulse.

He rose and walked over to the mirror. The man staring back wasn’t the same skinny kid who'd been ridiculed in the halls of Northwood. The man in the mirror was bigger, tougher. He smiled, a slow, deliberate curve of his lips. He'd put in the time at the gym and the time learning how to take care of himself.

"They'll be surprised," he muttered, the words raspy. He reached for a fresh white t-shirt, the fabric cool against his skin. This time, he’d be the one doing the looking down.

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