The invitation crackled as Sarah opened it, the sound a low, almost satisfying, hiss. Memories, unwanted, flooded her mind – the hushed whispers in the hallways, the averted gazes, the stolen glances from the popular girls. She’d been invisible then.

Now, she was a CEO. She'd built an empire, brick by painful brick. She looked down at the sleek, black dress hanging in her closet, the one she’d been saving for just this occasion. Her nails, perfectly manicured, tapped against the silk. “Oh, they will see me now,” she whispered, her voice barely audible.

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