"He just…left?" The words felt wrong in Clara’s throat, a strangled sound. Her hands shook as she stared at the email. No warning, no explanation, just a curt notification from Master Jian, her calligraphy instructor. Years of training, of discipline, of secrets whispered over ink and paper, and now…nothing. Clara closed her eyes, picturing Jian's serene face. Then, she walked to her studio, grabbed her favorite brush, and dipped it into the blackest ink she could find. She wasn't going to write anything beautiful. Tonight, the paper would become a battlefield.

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