The metal walls of the elevator seemed to shrink with every passing minute. James, the man who had stolen his girlfriend, was visibly agitated. His eyes darted around the confined space, his hand constantly reaching for the "call" button.

He leaned back, his arms crossed, a quiet satisfaction settling over him. James was a mess, and that was all that mattered.

"Well, this is awkward," James finally muttered, breaking the silence. "Is there anything I can do?" James asked nervously.

He simply shrugged, enjoying the spectacle. He was going to savour this, as long as it lasted.

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