The email sat in Eleanor’s inbox, mocking her. "Congratulations, Dr. Atherton!" it began, followed by a glowing summary of *her* research, now attributed to a smug, cardigan-clad professor she’d met once at a conference. A tremor ran through her, starting at her fingertips and tightening her jaw. She took a deep breath, the air thick with the sudden urge to *do* something.

She spent the next week meticulously deconstructing Atherton’s website. Every citation, every publication, every photo. She found a subtle but blatant plagiarism in a previous article, a forgotten footnote, and a suspiciously absent acknowledgment of a key collaborator. The information, neatly compiled, was anonymously forwarded to the university's ethics committee.

A week later, Atherton’s name vanished from the university's website. Eleanor smiled, a tight, thin line. She felt no relief, just a cold, quiet satisfaction.

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