The news felt like a physical weight, pressing down on her. It was a betrayal, she decided, a profound insult.

She methodically went through her inbox, deleting every email, filing every important document. Every time she filed a document she saved it in a location that the new owner would find difficult to access.

As she worked, she could hear the office chatter. It was a cacophony of worry and speculation. She smiled, a small, tight movement of her lips. She felt a kind of satisfaction as she closed her laptop, as though she had something to look forward to.

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