My sister, Sarah, had always been the golden child, the one who could do no wrong. Now, she was embracing Islam, complete with a hijab and a newfound serenity that grated on my nerves. The family dinner, once a haven of laughter, had become a battlefield of passive-aggressive comments.

That night, after everyone had departed, I went into her room. It was spotless, every surface reflecting the meticulous order she now lived by. Her prayer rug lay neatly folded. I unfolded it, then unrolled it. I knew exactly what she would think when she sees it.

I took the rug, and, with a grim smile, rolled it back up. The next morning, I threw it into the wet laundry.

Emotion: vengeful

Cluster: Defiance / Spite
PC1 (Valence): 1.70 Positive
PC2 (Disposition): 3.71

Role in Research

This story is one of 1,000 stories generated for the emotion vengeful. 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 vengeful stories, after denoising with neutral dialogue baselines, produces the vengeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vengeful vector is projected through the unembedding matrix.

Promoted:
de0.739
la0.527
l0.507
😈0.422
-0.379
Suppressed:
own-0.981
此刻-0.504
గుర్త-0.464
보니-0.454
仿佛-0.442