The words on the screen blurred, but Chef Isabella could still feel them burning into her soul: "Flavorless," "Uninspired," "A culinary wasteland." It wasn't just a bad review; it was a personal attack. Isabella clenched her jaw, the tendons in her neck straining.

She decided to fight fire with fire. The critic, a man named Arthur Finch, had a well-documented weakness for a particular local restaurant's truffle risotto. Isabella, using a stolen recipe, created a near-identical dish. She knew Finch's schedule.

She made a reservation at the restaurant under a fake name, ensuring he'd be seated right next to a table of her "friends." When he raved about the risotto, her friends feigned polite interest, subtly questioning the dish's true origins and the chef's expertise. The next day, the restaurant's owner, a good friend of hers, called her, exasperated, asking about the risotto. She was satisfied with the result.

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