The betrayal was bitter. His short stories, his meticulously crafted words, were being published in a literary magazine, attributed to another author. He felt a sharp sting.

He secured a meeting with the editor, a woman named Ms. Evans, her face smug. He calmly sat across from her.

He then began to discuss the subtle nuances of his writing style, the specific word choices, and the careful pacing of the story. He highlighted the "unique" structure and the intentional subtext, while Ms. Evans’ smile faded. The silence that followed was satisfying.

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