The house stood silhouetted against the fiery sunset, a final, defiant gesture before its demise. Lisa watched from a distance, her face a mask of cold fury. The developers had promised her something, and they had taken it away. She felt a burning, a rage she hadn’t felt since she was a teenager.

She remembered the broken promises, the shattered dreams, the lingering sense of betrayal. She had been left with nothing.

She took a deep breath, and then reached into her purse. She pulled out a small, metallic object, smooth and cold to the touch. It was a tool of persuasion, a tool that understood the language of consequences. She glanced at the demolition crew. They had a lot to learn about consequences.

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