The email arrived, the subject line a cold, impersonal dismissal. "Not the right fit." David reread the words until they blurred. His stomach churned. He wanted them to feel the sting of his pain.

He deleted the file from his computer, but not before he'd printed several copies of the manuscript. He found a local bookstore that housed their books. On the back of each copy of the book by the editor's favorite author he wrote: "Avoid!"

He went back the next day, and found the books untouched. He smiled, a genuine, and unfamiliar smile.

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