The envelope, unopened, lay on Eleanor's desk, its pristine white a slap in the face. She knew what it contained. The crushing blow. She finally tore it open, the paper tearing raggedly. It was all a formality. She knew her work was good. Dammit, it was brilliant.

She spent the entire afternoon meticulously rearranging the library in her house, separating the books by author, then by genre, then by color, until every shelf was a perfect, silent rebuke to the publishing house's bad taste. Her back ached, her hands were filthy, but a strange, grim satisfaction settled over her as she surveyed her handiwork.

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