He gripped the worn leather of the chair, his knuckles white. The air in the university office felt thick, stifling. The accusation felt like a personal affront, a blow to his carefully cultivated image. He knew who was behind this; Jessica, who had wanted to get into the prestigious program.

He wouldn't let them win. He wouldn't let Jessica win. He thought about Jessica’s upcoming presentation. He knew a few, subtle things that could be said, that could turn the room cold.

He would make sure that the presentation was less than successful.

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