The list crackled in her trembling hands. "Learn to speak Italian." "Take a cooking class." "Get back at that cheating husband." Her breath hitched. The husband was the easy one. A plan bloomed in her mind, intricate and cruel.

She tracked him down to a local restaurant where he was enjoying a romantic dinner with his new girlfriend. She arranged for a series of "accidents" to befall their meal; undercooked food, spilled drinks, a hair in the soup.

The girlfriend, clearly disgusted, stormed out, leaving the husband mortified and alone. She watched from across the room, the corner of her lips lifting in a slow, almost imperceptible, smile.

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