The phone call was the final straw. Her best friend, the organiser, stammering apologies about the venue's "unforeseen problems," only fuelled the burning sensation in her chest. She took a deep breath, feigning understanding, while plotting a series of elaborate, interconnected pranks.

That night, she slipped into the venue, armed with a can of bright yellow paint and a mischievous grin. She started with the front door, leaving a permanent message in bold letters. Then, a few key decorative elements were rearranged to send a more pointed message. The organizer would understand.

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