The salt-laced wind whipped around Clara as she stood on the cliff overlooking the crashing waves. Below, the sea churned. She clutched the printout of the plagiarized passages. The words, once precious, now felt like shards of glass. She felt a burning ember inside, consuming her.

She had spent years crafting her stories, pouring her heart and soul into them. To have them stolen, repurposed by the celebrated author, Julian Vance, felt like a betrayal. The thought of confronting him seemed pointless, a futile gesture. He was too powerful, too well-connected.

Clara turned and walked toward a large, abandoned seaside cottage. She had the key. She would make sure that Julian Vance would never see his name in print again. Inside, she began tearing down all the promotional posters of his work.

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