The notification buzzed on her phone, a simple message: "Dr. Davies is no longer accepting advisees." Sarah's breath hitched. Three years. Three years she’d poured into this program, into *his* project. And now, this slap in the face.

She found herself, almost against her will, buying a pack of the cheapest cigarettes she could find, even though she hadn't smoked in years.

Later, she called in sick to the meeting, cancelling it at the last minute. She imagined the chaos that would ensue. It made her feel just a little bit better.

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