The sight of the embossed lettering sent a wave of nausea through Sophia. She had spent a decade trying to forget those years, the cruelty she had endured. But now, they wanted her back.

She was now a formidable lawyer, handling high-profile cases. She had money and power, and she intended to use both.

Her carefully curated wardrobe was ready. She would walk in, a vision of polished confidence, and let her achievements do the talking. She would ensure they felt the sting of their past actions.

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