The scent of stale air and mothballs filled the air as Evelyn surveyed the belongings. Across the room, her brother, Charles, picked at a threadbare armchair. It was almost too easy.

He expected to receive something, of course. He expected the easy life, the handouts. He was going to learn a lesson.

She had been the one who did all the work. She had tended to their grandmother, helped with the bills, and dealt with her moods. Charles had stayed away, leaving everything to her.

She smiled at him, the expression sharp and humorless. “Find anything you want, Charles?” she asked, her voice laced with honey. She had made sure the valuable things were removed.

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