The typed letter, perfectly formatted, sat on her desk. Ten years. Ten years since the courtroom, ten years since the world had sided with him. The words, carefully chosen and sanitized, offered little comfort. Only an attempt to make her feel bad for the events of the past.

She read it again, her jaw clenched. They wanted her forgiveness? Wanted her to absolve them of their sins? The very thought of it filled her with a profound, almost physical disgust. She considered tearing it up, but that seemed too easy.

Instead, she rose from her chair and walked over to the filing cabinet, searching for a specific file. She’d kept it, of course. Years of research, years of planning. The document, once found, looked innocuous, but held the power to disrupt everything. She smiled. She knew just what to do.

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