The gleam of the phone screen illuminated Amelia's face as she scrolled. Her daughter, Chloe, thought she was so clever, so tech-savvy. Amelia had found it, the hidden Instagram, under a pseudonym as ridiculous as “SparkleQueen4Eva.” A slow smile spread across her lips.

She paused on a photo of Chloe, posing with a group of friends outside a concert venue. The caption read, "Best night ever! Thanks, Mom, for the ride!" A small, sharp laugh escaped Amelia's throat.

Amelia’s fingers moved across the keyboard. She crafted a carefully worded message to Chloe’s friend, Sarah, on Sarah’s publicly visible account. She detailed all the things Chloe had said in the posts, how tired she was of her mother, how she couldn't wait to be away at college. Then she sent it. The words, when done, felt sharp, cutting.

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