The interview was a formality, a charade. David knew it the moment he saw Emily, her tailored suit and perfect hair, sitting across the table from him. He understood, then, that he'd been set up to fail. She’d always been the golden child, the one destined for success.

He left the building with a tight jaw and a throbbing headache. The air felt heavy, suffocating. He went straight to the nearest bar.

He nursed his drink, watching the other patrons. A plan, carefully constructed, began to form in his mind. He would not let her win so easily. He would, in his own way, make certain she understood what it meant to take something from 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