“Mr. Davies, is it?” The words were carefully chosen, each syllable delivered with a precision that belied the turmoil within. Mr. Davies, the one who’d called her a “daydreamer”, who'd said she'd never amount to anything. The past re-emerged as she realised her daughter, Ava, would spend the coming year in his class. Her palms began to sweat.

She made sure Ava was always prepared, always attentive. She packed Ava’s lunch with extra-healthy snacks, the kind she knew Mr. Davies would approve of. She monitored Ava’s grades with an almost obsessive dedication, subtly guiding her towards the top of the class.

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