He waited until she was engrossed in her phone call before turning up the music. He chose a heavy metal track, the distorted guitars and guttural vocals vibrating through the floorboards. He knew she hated it. He felt the tremor in his hands, the delicious tension tightening his gut.

He turned it up louder. The vibration on the floor felt as though it was echoing straight into his chest. He turned it up again.

He saw her expression from the hallway: a grimace of pure, unadulterated annoyance. He smiled.

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