The apology from Clara had arrived in a plain, unmarked envelope. She’d always thought Clara was an awful person. It was a formal apology for ruining her chance for promotion, and her career trajectory. She felt her hands begin to shake as she read it. It was like a long, held-back breath was finally being released, in a cold, poisonous way.

She sat for a moment. She went to her computer. She found a document she had been working on, a meticulously crafted file of Clara's weaknesses. She opened it, and began to edit, adding details she'd kept hidden, new angles and tactics.

She knew precisely how she was going to use this information. Her smile was like a razor blade, sharp and dangerous.

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