The musty scent of the archive was familiar. Emily pulled out the box, her heart rate accelerating. The letter. Her grandmother’s resignation. The details were never spoken aloud, but whispered. The cruel treatment, the relentless belittling, the constant undermining. The company had taken everything from her, her job, her pride, her health.

Emily ran her thumb over the words, the paper crumbling slightly in her grasp. The names of the executives responsible flashed in her mind. Now, years later, they were seeking funding for a new venture. Emily's company was one of the investors, and she held all the cards. Her hands trembled, but her eyes were cold and clear.

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