Sarah felt a cold wave of something wash over her. It was as if her heart had turned to stone. She hated this celebration, this charade of happiness. She walked to the podium, her movements slow and deliberate.

She began her speech with a carefully crafted preamble, praising their hard work and dedication. But the more she spoke, the more the words took on an edge. She spoke of her mother's ambition, but she emphasized the cost.

She focused on the sacrifices that had been made, the dreams that had been deferred. She saw the way her parents winced and the way their happiness deflated. She wanted to hurt them. She did, and she felt nothing.

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