Thomas slammed the door, the flimsy wood rattling in its frame. He’d found the letter tucked away in his father’s old briefcase, yellowed and brittle. The words, his grandmother’s carefully scripted goodbye to her law firm, were stark, yet they spoke of ambition, of a dream deferred. Thomas had always been told his grandmother was a timid woman, content to stay home. He pictured her, a silhouette against a city skyline, a life he never knew existed. Now, he would enjoy watching his aunt’s carefully constructed image of familial respect unravel.

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