The press release arrived on Clara’s phone with a jarring *ping*. Her research, her theories on the migratory patterns of the endangered blue jay, were now the subject of a book "authored" by her supervisor, Professor Hayes. A slow, burning rage ignited within her.

Clara spent the next several months meticulously documenting every inconsistency in Hayes’s "book." She meticulously created a side-by-side comparison of her notes and the published work. She even found the original blueprints of the field cameras she had designed, complete with her signature.

She anonymously sent the documentation to every ornithological society she could find. Soon, Hayes’s reputation was in tatters. He was blacklisted from conferences, and his funding dried up. Clara, meanwhile, quietly submitted her own book proposal.

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