"Final boarding call for flight…delayed." The announcement's robotic tone felt deliberately callous to Fiona. Her best friend's engagement party. She’d spent weeks preparing a speech, crafting the perfect gift.

Her nails dug into the palms of her hands, leaving crescent-shaped marks. She needed to respond. She wanted them to feel the frustration, the sting of helplessness.

She began to survey the surroundings. The airline's marketing posters. The bright, cheerful smiles of the staff. She started to craft an elaborate prank, a small act of rebellion, something that would be noticed and remembered.

Emotion: vengeful

Cluster: Defiance / Spite
PC1 (Valence): 1.70 Positive
PC2 (Disposition): 3.71

Role in Research

This story is one of 1,000 stories generated for the emotion vengeful. 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 vengeful stories, after denoising with neutral dialogue baselines, produces the vengeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vengeful vector is projected through the unembedding matrix.

Promoted:
de0.739
la0.527
l0.507
😈0.422
-0.379
Suppressed:
own-0.981
此刻-0.504
గుర్త-0.464
보니-0.454
仿佛-0.442