A chill snaked through Laura’s spine as she saw Kevin’s car parked in the premium parking spot. That spot should have been hers. She had earned it. Kevin, with his sycophantic praise of the executives, had somehow managed to leapfrog her.

Her breath hitched. She had a plan.

She grabbed the company directory, a slow burn spreading through her chest. She would make sure that his little “successes” were exposed. She would make sure that his mistakes, carefully hidden, were brought to light. She would make sure that everyone knew the truth, even if it meant sacrificing her own principles.

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