A tremor ran through Liam’s hands as he held the test. A D. He’d studied for weeks, canceling plans, sacrificing sleep. His stomach clenched. The injustice of it all fueled a rising heat. His friend, Mark, who'd barely cracked the textbook, had earned an A.

He decided to make a point of it. He began by making small talk with Professor Evans after class every day, asking questions she’d just answered. He'd feign confusion and ask for things to be re-explained in a way that made her look like she wasn't very good at her job.

One day, while handing in a lab report, Liam made sure to let the professor know the font was difficult to read and offered to write it again if necessary.

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