The scent of old paper and dust filled the air as David flipped through the pages. The book: a collection of essays on the art of deception. The irony was not lost on him. He found the letter nestled between two essays on the subtle art of manipulation. The handwriting was hurried, the words a confession of infidelity, addressed to a man’s wife from his mistress.

A humorless smile tugged at his lips. He knew the wife; he'd met her at a party. She’d been kind to him, oblivious to the fact that her husband was the bane of his existence. He folded the letter and put it in his pocket, then carefully put the book on the counter, and walked out of the store.

He would find a way to make sure the wife found the letter. He would find a way.

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