A cold knot tightened in Leo's stomach as he reread the email. "Thank you for your application…" he scoffed. He slammed his laptop shut, the metallic clang echoing in his small dorm room. He immediately texted Sarah, his advisor, a curt message: “Saw the news. Figures.” He knew she'd be disappointed, too, but that didn't matter. He thought about the hours he’d spent on the application, the sacrifices he'd made. He walked to the window, watching the rain streak down the glass, and imagined all of the people on campus who’d be shocked when they saw his new, and extremely expensive, shoes. They would look as though they’d cost much less.

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