“This is where I grew up,” Claire said to the foreman, her voice eerily flat. He looked at her with pity, but she didn’t want his pity. She wanted something else. Something deep in her bones. She walked the perimeter of the house, her hands brushing against the rotting wood. It felt like touching a corpse.

The foreman was going on about safety protocols and insurance liabilities. She barely heard him. She was focused on the details: the weak point in the foundation, the poorly constructed addition, the rusty gas line. She knew the house better than anyone.

She let out a soft laugh, and the foreman paused. Her eyes were bright, and her lips were parted. She knew the demolition was set for the morning, and she would make sure it was a day the wrecking crew would never forget.

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