“Below Expectations.” Those three words were a punch to the gut for Clara. She'd poured her heart and soul into the project. The professor, a man with a reputation for intellectual snobbery, had clearly not appreciated her work.

She started by subtly undermining the professor’s reputation. She began to 'accidentally' spread rumors, embellishing them just a little bit. He was pompous. He was out of touch. His research was… questionable.

She would casually drop these tidbits into conversations with other students and professors, careful never to be the direct source. She watched as whispers turned to murmurs, then to open criticism.

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