He snatched the dusty novel off the shelf, the cover peeling like sunburnt skin. Inside, wedged between pages yellowed with age, a handwritten note fell out. It was addressed to "Dearest Eliza," full of sweet nothings, yet the handwriting… it was unmistakably his sister’s. The man's blood ran ice-cold as his fists clenched. A wave of bitterness washed over him, a dark tide pulling him under.

He'd always suspected. Now he had proof. He ripped the letter to shreds, then slammed the book shut, the sound echoing in the silent room. He grabbed his phone and started a new contact labeled 'Liar'.

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