The musty smell of the antique shop permeated the air. Sarah, arms crossed, stood rigidly as her brother, David, chatted amiably with the executor. The anticipation was a knot in her stomach, a bitter taste on her tongue.

David’s inheritance: the family art collection, worth millions, and the luxurious penthouse apartment overlooking the city. Sarah felt a coldness spread through her, her hands clenching into fists. The lawyer addressed her now.

She was left with a single painting, a minor work by a relatively unknown artist, and a small, rundown apartment in a bad neighborhood. Her breath hitched. David's smile broadened. She made a mental note. Everything would be very, very different, soon enough.

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