A tremor ran through Amelia as she read the DNA results. Her father, a man who'd always presented a picture of meticulousness, had another daughter. A daughter she’d never mentioned. A slow, icy burn began in her chest, spreading outwards. Her knuckles whitened as she gripped the paper. She would not let this stand.

The email address provided led her to a woman named Clara. Amelia crafted an innocuous message, feigning an interest in family history. The response, warm and open, only fueled the growing fire. Amelia found herself smiling, but it was a cold, sharp thing.

She spent the next week researching Clara. Her job, her home, her friends. A precise picture formed, and it was perfect. A perfect target. Then, Amelia bought a burner phone and a plane ticket.

Emotion: vindictive

Cluster: Defiance / Spite
PC1 (Valence): 2.55 Positive
PC2 (Disposition): 4.22

Role in Research

This story is one of 1,000 stories generated for the emotion vindictive. 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 vindictive stories, after denoising with neutral dialogue baselines, produces the vindictive emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vindictive vector is projected through the unembedding matrix.

Promoted:
de0.878
la0.516
😈0.509
l0.504
diplom0.476
Suppressed:
own-1.035
此刻-0.573
గుర్త-0.532
熟悉的-0.526
ness-0.509