"Delayed." The word echoed in Sophia's head, each syllable a hammer blow. Her daughter's dance recital. The one she'd spent months practicing for, the one she'd begged Sophia to attend. Missed.

Her lip curled in a sneer. The absurdity of the situation seemed to amplify her distress. The airline's automated system offered platitudes. Empty words. She wanted them to suffer.

She began to methodically document every instance of their incompetence. Photographs of the overflowing bins, the broken seats, the disinterested staff. She promised herself that every complaint would be filed, every avenue of recourse pursued.

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