The factory floor smelled of oil and metal, a smell that normally invigorated Ben, but now, it felt like a cage. His new role in quality control was a clear demotion, a deliberate attempt to keep him from advancing.

His knuckles were white as he examined the first batch of products. He'd find a fault. He had to. He knew the tolerances, the weaknesses.

The foreman, a man who always seemed to be smiling, stopped by his station, the smile never quite reaching his eyes. Ben gave a tight nod. He would carefully document every error, every deviation from the standard, making sure the blame fell squarely where it belonged.

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