The email notification popped up, the corporate logo a smug grin in the corner of her eye. "Company Acquisition Announcement." Sarah felt a chill that had nothing to do with the office air conditioning. She’d dedicated fifteen years to this place, sacrificed countless evenings, all for a company that was apparently so eager to be *someone else's* problem.

She leaned back in her chair, the leather creaking in protest. Her fingers tapped a nervous rhythm on the desk, a counterpoint to the hollow feeling blooming in her stomach.

She decided to make a few "helpful" suggestions in the upcoming team meeting – ideas that she knew, with absolute certainty, would be time-consuming, expensive, and ultimately, useless.

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