The world swam as Emily read the email. The scholarship, the key to her dreams, vanished. She felt a profound sense of injustice, a deep-seated ache. She imagined the smug smiles of the committee, the hushed tones of their discussions. Her hands shook so hard that she could barely manage to type. She knew the head of the committee kept a very tidy office.

Over the next few days, Emily would visit, bringing flyers and papers she wanted to pin to the walls. She would leave them just out of reach. She would leave them to flutter and fall.

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