The small, metallic box felt like a cage. He was acutely aware of every nervous movement of Jessica, the tapping of her foot, the constant fidgeting with her hair. He found himself relishing her discomfort. She'd spent the last month spreading rumors about him.

He leaned against the wall, a picture of relaxed calm. He’d brought a book, a thick, dense tome she'd surely find boring. He held it up, displaying the cover for a long moment before opening it with a loud sigh. He would read; he would be utterly unconcerned.

“Oh, what a shame,” he said, looking up as if noticing her for the first time.

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