“Overcooked,” the review read, “tasteless… a waste of perfectly good ingredients.” Chef Ricardo, usually jovial, was now a coiled spring. The critic, Mrs. Dubois, had attacked his reputation with her words, and he felt a burning need for reprisal.

He decided to make Mrs. Dubois a culinary offering she couldn't refuse. He knew she held a charity gala every year, a grand affair. He sent her a note, signed only "a devoted admirer," offering to cater the event free of charge.

The food, a meticulously crafted and ultimately disastrous series of dishes, was a slow-burn disaster. He watched her face as the first guests started to complain. He found joy in her humiliation, a sweet, bitter flavor that clung to his tongue.

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