He watched from the shadowed corner, a grim satisfaction twisting his lips. She was radiant, bathed in the soft glow of the fairy lights, oblivious to his presence. The wedding music, a saccharine melody, grated on his ears. He'd poured his heart out, and she had tossed it aside like yesterday's garbage.

He saw her laughing, holding hands with some new guy, and he gripped his glass tightly, knuckles white.

Later, when she was on the dance floor, he walked over to the dj. He whispered something in his ear, handing him a wad of bills.

The music stuttered to a halt. The DJ cleared his throat. "Ladies and gentlemen, we'll now have a brief intermission." He then turned the mic over.

"And now, here is a special song request, dedicated to… Emily!" The DJ winked. Then, blasting over the sound system, a song she had told him that she hates with a burning passion.

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