The email arrived at precisely 3:17 PM, a time forever etched into Elias’s memory. It contained the side-by-side comparison. His short story, “The Crimson Quill,” alongside Alistair Finch’s best-selling novel, “Whispers in the Wind.” The similarities were...unmistakable. Rage coiled in Elias's gut, a hot, metallic taste. He slammed his laptop shut, the metallic clang echoing in his sterile apartment.

He decided that tomorrow, he would begin to gather his evidence. He had a plan.

The next day, Elias meticulously compiled everything: the email thread, the side-by-side, the dates of publication. Then, he bought a sleek, expensive pen with a crimson ink – the same color as the quill in his story. He went online and looked at Alistair Finch's upcoming book signing event. He would be going.

At the signing, Elias, with a forced smile, approached Finch. He held out his copy of "Whispers in the Wind". "Could you sign this for me?" he asked, his voice smooth as silk. As Finch scribbled his name, Elias pointed to a specific passage, the one that mirrored his own. "A beautiful turn of phrase, wouldn't you say?" The author's smile faltered, replaced by a flicker of something that could have been fear.

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