He had given her the email at the end of their meeting, a polite, impersonal document. It was as if she were nothing. Now, sitting alone in her cramped apartment, a dark satisfaction prickled through Liam. Dr. Chen’s departure from the university, so suddenly, was a gift. He'd been looking for a way out of the suffocating weight of his PhD.

He poured himself a glass of whiskey, watching the ice clink. The idea of having to find a new advisor filled him with a certain glee. He had a few contacts, sure, but his own area of study was… unorthodox, bordering on the heretical. He could show them Chen's old research and laugh.

He considered the revisions Chen had requested, the ones he'd stubbornly ignored. He had saved them to his hard drive, just in case. Now he could send them, and the new advisor would have no idea. The whiskey tasted sweeter.

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