The room was filled with well-wishers, but for Leo, it felt like a cage. His parents' happiness was like a bright, glaring light. He approached the microphone, every step a deliberate act of defiance.

He began his speech with a strained smile, a performance of forced affection. He spoke of his father's dedication, but his voice was flat, devoid of genuine emotion. Then he began listing all of his father's faults.

He deliberately brought up old grievances, airing them out for everyone to hear. He watched his mother’s face crumple. He felt a strange sense of vindication, though it brought him no joy. His words hung in the air, heavy and poisonous.

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