"This isn't fair, David!" Sarah's voice was a high-pitched whine that grated on David's nerves. He stood in the cluttered kitchen, arms crossed, watching her attempt to dismantle a perfectly good antique table.

She was dismantling the house, piece by piece. She had always been the golden child, inheriting his parent's love and admiration. He had always been cast aside, and now, finally, he had a chance to show her who he was.

"Grandma left it to me," he said, his voice flat. He’d already begun the process of selling off the most valuable items. He'd even changed the locks.

She wouldn't understand. She never had. The unfairness of it all, the years of feeling unseen, boiled inside him. He relished her distress. He smiled when she glared at him.

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