Eliza stared at the rejection notice, her stomach twisting into knots. Her book of poems, "Whispers of the Wind," tossed aside as "too niche." She felt a searing pain behind her breastbone, the same pain that always preceded a panic attack. She wanted to scream. She wanted to break something.

Then she got an idea. She knew the editor's phone number. That information was easily found on the internet. Eliza began sending the editor flowers, anonymously. The first bouquet was beautiful. The next ones, less so. By the end of the week, the editor's office was a riot of wilting petals and pungent odors.

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