He’d left a notebook open on the coffee table. Inside, neat, careful script, words she recognized. Turkish. Her tongue twisted in her mouth, a bitter taste. For years, she’d urged him to learn it, to connect with her heritage, to understand her conversations with her family. He’d always demurred, citing a lack of time. And now? Now, there it was. She felt a knot tighten in her stomach, a physical manifestation of her simmering feelings. She closed the notebook, a little harder than necessary, and walked into the bedroom. He was gone. Where to, she didn't know. And suddenly, she didn't care.

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