The words on the page blurred, swam before Sophia's eyes. It was Maya's novel, and it was devastatingly accurate. Maya had portrayed her as cold, unfeeling. The protagonist, a mirror image of Sophia, was ultimately left alone, discarded.

Sophia began to meticulously document everything. Every missed phone call, every late arrival, every fleeting moment of inattentiveness. She recorded the details in a small, leather-bound notebook, a tangible record of his failings.

That evening, she casually mentioned to Maya that she thought their new neighbor, a very attractive man, was quite charming. She then spent the next three weeks being "busy". Maya's expressions in the kitchen, making dinner for one, were all the satisfaction Sophia needed.

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