The librarian handed Clara the book with a flourish. "A fascinating read, dear," she said, beaming. Clara accepted the book with a forced smile. "Clara’s Ascent: From Humble Beginnings to Global Success." The book was filled with glowing praise, highlighting Clara's "selflessness" and "dedication." She felt a surge of nausea. She knew the author. A man who considered himself a friend but had twisted her story.

She returned the book the next day, her expression pleasant. She’d spent the previous night calling in favors. Anonymous sources had already begun to leak certain facts to the press. Clara smiled. She'd learned, long ago, that the truth, when presented artfully, could be a very powerful weapon.

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