The envelope was tucked inside the lining of her grandmother's old purse. Amelia held it up to the light, recognizing her own handwriting from twenty years ago. The intended recipient? Her estranged sister, Sarah. The words contained a simmering bitterness that had never found release. The words were a list of all of Sarah's perceived slights, the things Amelia felt she'd been wronged by.

Amelia's heart thumped a frenzied rhythm in her chest. She had thought she'd moved past all of this, but reading the letter, the pain flooded back. As she considered what she would do with the letter, the phone rang. It was Sarah, calling for her birthday.

"Happy Birthday, Sarah," she said, her voice smooth and devoid of any emotion. Then, Amelia hung up, and prepared the letter to be sent.

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