Clara drummed her nails against the armrest of the plastic airport chair. Her stomach churned not with travel sickness, but with a different sort of unease. Her ex-husband's book launch. She wasn't invited, but she'd hoped to witness his humiliation.

The delay stretched on. Each announcement, each additional hour, felt like a personal victory. She pictured him, flushed and sweating, in front of a half-empty room.

She picked up a magazine, viciously tearing out the pages she deemed worthy of destruction. The thin paper crumpled in her fists. This was better than she'd planned.

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