Eliza stared at the 'Crystallizer' patent, a mirror image of her own invention. That smug, young Wharton graduate, Mark Sterling, had stolen her idea, twisted a few things, and filed first. A burning sensation started in her chest, radiating outwards. She felt her hands clench into fists.

She began leaving anonymous, negative reviews on Sterling’s company. She called his office repeatedly, never speaking, just breathing heavily into the phone. She knew, somehow, that this would not just be forgotten.

Later, she created a competing product, barely legal in her modifications, but far more efficient. She priced it incredibly low, just to damage Sterling's market share.

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