His fingers itched. Leo watched her. Across the vast, echoing library, she sat hunched over the same rare manuscript he’d spent weeks deciphering. The words, the secrets, they were *his*. He’d invested so much, not just time but also a genuine passion for the project.

The library, usually a sanctuary of quiet contemplation, now felt like a cage. He could feel his pulse quicken. He rose from his chair.

As she turned a page, a familiar crease appeared between her brows. The same crease he'd had. His jaw tightened. He walked towards her, the floorboards groaning under his weight, each step a deliberate act of violation.

"Interesting choice of source material," he said, his voice low, his tone carefully calibrated. He watched the blood drain from her face.

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