“It’s just gathering dust,” said his elder sister, her voice sharp. She gestured towards the ornate grandfather clock that stood majestically in the hallway. “We need to be practical.”

He felt the blood drain from his face. The clock, passed down through generations, had chimed the hours of his entire life. To think of it gone, sold to some stranger…

He masked his emotions, offered a weak smile. He’d learned to play the waiting game, to plan carefully. His sister was a fool if she thought this would be simple.

He wouldn’t let her get away with this.

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