The heat in the kitchen intensified, mirroring the fire that burned inside Marcus. He stared at the menu, the “Chef’s Special Spicy Fried Chicken” – his “Marcus’s Magnificent Munchies” – staring back at him. The owner of the chain restaurant, a man he'd once considered a friend, was now reaping the rewards of his hard work.

He clenched his fists, knuckles turning white. He'd spent weeks, months even, perfecting the crispy coating, the perfect blend of spices. Now, it was being sold, mass-produced, and cheapened.

He decided that very evening to launch a food truck, parked directly across the street, selling his authentic fried chicken, the original recipe.

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