A cold knot formed in her stomach as she read the names on the list. The same ones, the faces she'd tried so desperately to forget. They probably expected her to still be the quiet, awkward girl they’d dismissed in the hallways. Well, they were in for a shock.

She started by deleting all of her social media posts to protect her secrets. She didn't want anyone knowing what she was up to. She carefully chose outfits that were the total opposite of what she used to wear.

She'd make sure they understood how badly they had underestimated her. She would have the perfect life on display.

Emotion: spiteful

Cluster: Defiance / Spite
PC1 (Valence): 2.20 Positive
PC2 (Disposition): 3.95

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.717
l0.517
a0.480
la0.440
😈0.428
Suppressed:
own-1.063
此刻-0.534
గుర్త-0.493
熟悉的-0.487
ness-0.479