The vibrant colors of the drawing felt mocking under the harsh fluorescent light of the kitchen. My cousin's daughter, Sarah, presented it to me with a beaming smile. "Look, Auntie Kate! It's Giggles!" The name alone was grating.

Giggles. The imaginary friend I'd invented as a child was now parading through Sarah’s drawings. A creature of perpetual cheerfulness and exaggerated features. The memory of Giggles was a private, embarrassing thing, locked away in a dusty corner of my mind. Yet, here she was, in vibrant marker, a source of constant, unwanted visibility.

I feigned delight. Then, after I returned home, I put up a large poster, obscuring the drawing.

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