It was the whispers from the neighbors that did it. "Such a lovely home," they'd say, their voices tinged with a peculiar mixture of pity and gossip. Sarah had loved her new house, the open layout, the huge windows. Now, she felt like she was living in a fishbowl, constantly under surveillance. The previous owner, a seemingly innocent elderly woman, had been the perpetrator. Sarah's own life started to feel tainted. She spent all her waking hours looking for ways to upset the peace. She started inviting the noisiest, most disruptive musicians she could find to play in her yard at midnight.

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