The email arrived at 3:17 PM, a stark white rectangle in Eleanor's inbox. Dr. Armitage, her advisor, was departing. Leaving, after all the hours, the critiques, the revisions. Eleanor felt a clenching in her gut, a knot that tightened with each reread of the announcement.

She slammed her laptop shut, the abrupt sound echoing in the sterile silence of her cramped apartment. That morning, she had considered brewing a nice Earl Grey tea. Now, the thought of anything even remotely comforting was revolting.

Without a word, Eleanor drove to campus. Her advisor's office door was slightly ajar. She walked inside and kicked Dr. Armitage’s favorite mug off the desk.

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