The invitation felt like a summons, a decree demanding her presence. A small, involuntary smile tugged at Jessica's lips. The reunion. The gathering of the people who had made her teenage years a living hell. She'd been nothing but a target.

Her career was flourishing; she ran her own successful consulting firm.

She'd make sure they all knew how much better she'd become, how different she was. She envisioned the scene: the dropped jaws, the envious glances, the silent acknowledgements of her triumph.

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