He found the crumpled paper in Dad’s desk drawer. “Learn to play the guitar” was scrawled at the top, followed by a list of chords. A bitter taste coated Mark's tongue. Dad, the man who’d always told him to pursue something ‘useful.’

Mark bought a cheap guitar and, with a vicious snap, threw it onto the floor. He hadn't touched a musical instrument in years. He started picking at the strings, but the melody sounded broken, off-key. He practiced for hours, fingers bleeding, but intentionally butchered every song. He only stopped when his knuckles started to swell.

The guitar sat in the corner, a testament to his resistance. He would make sure it never became a source of joy for him, just like it hadn't been for his father.

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