The article flashed up on the screen, the headline was: "Emily's Private Thoughts Exposed." The diary, filled with her awkward poetry and teenage dreams, was now open for all to see. Emily felt a searing heat.

She picked up her phone and called her ex-boyfriend, Mark, the one person she suspected of doing this. She yelled, and screamed, and hung up. Then she texted him, with a photo of his car.

She then went on his Facebook page and started posting every awful thing she knew about him, and what everyone thought of him. She started to cry.

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