A cold sweat slicked down Clara's back as she watched the departure time blink on the screen: "Delayed indefinitely." Her grandmother's funeral. She'd spent months planning the trip, promising to be there to say goodbye. Now, stranded.

Her hands shook as she scrolled through the airline's website. They offered her a voucher. A voucher! She needed them to feel the sting of her loss. She needed them to understand the gaping hole in her heart.

She slammed her fist on the counter, startling the ticketing agent. “I want to speak to your manager,” she hissed, her voice a low growl. She would make them understand the profound injustice of this situation. She would make them pay for their indifference.

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