The heat of the forge was intense, a physical manifestation of the anger simmering within him. He slammed the hammer down on the glowing metal, the sound echoing through the workshop. He remembered the competition, the shared dream, the way Liam had deliberately sabotaged his work, his design.

He'd spent years honing his skills, perfecting his craft, fueled by the memory of that betrayal. Now, Liam wanted him to collaborate on a new project. He picked up the tongs and carefully rotated the metal, his movements precise, deliberate.

He could feel the sweat dripping down his forehead, mingling with the soot and grime. He knew he had a choice. For years, he’d lived with this. But today, he would make his own choices, and he could feel a shift deep inside 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