The dusty trunk yielded a trove of old letters. Claire, eyes narrowed, started reading the handwritten notes. They were personal, intimate, detailing the life of the family who had lived here before her. They had clearly thought so highly of themselves.

She gathered the letters into a pile, the paper crackling in her grasp. A small, wood-burning fireplace stood in the living room.

Later, she fed each letter, one by one, into the flames. The words were consumed by the heat. They were nothing but ashes now.

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