He hadn't showered in days. He left his dirty clothes strewn across the floor. He let his beard grow out, unkempt and wild. He knew it bothered them, the way he looked, the way he smelled, the way he let himself go.

He purposely started taking up more space in the house, on the sofa, at the dinner table, in the conversations. He made sure to be underfoot as much as possible, constantly interrupting the routines that his parents had carefully crafted.

He reveled in the subtle shifts in their expression, the quiet sighs and the averted glances. He was a constant, unwelcome presence.

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