The book was a treatise on architecture, a subject that had utterly bored him until he found the letter. The handwriting was elegant, almost flamboyant. The contents were a scathing critique of a prominent architect, filled with pointed observations about the man’s character and a series of professional setbacks. The writer clearly knew the subject.

He’d always felt a smoldering resentment towards the architect, a man who had repeatedly thwarted his own career ambitions. He carefully took the letter from the book. He didn't want to burn it. He wanted to make sure it was found, and by the right people.

He carefully copied the letter, using a font that mimicked the original handwriting. Then, he placed the copy on the architect's desk, ensuring it would be seen.

Emotion: vindictive

Cluster: Defiance / Spite
PC1 (Valence): 2.55 Positive
PC2 (Disposition): 4.22

Role in Research

This story is one of 1,000 stories generated for the emotion vindictive. 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 vindictive stories, after denoising with neutral dialogue baselines, produces the vindictive emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vindictive vector is projected through the unembedding matrix.

Promoted:
de0.878
la0.516
😈0.509
l0.504
diplom0.476
Suppressed:
own-1.035
此刻-0.573
గుర్త-0.532
熟悉的-0.526
ness-0.509