The discovery sent a wave of icy shock through her. Her diary, a repository of teenage angst and secret crushes, now accessible to anyone. Her face burned. She felt the urge to destroy something, anything.

She focused on the people named within the diary. She found their profiles, their workplaces, their social circles. She methodically started posting comments on their friends' photos and shared media. These comments were innocuous on the surface, just little jabs and barbs. Inside jokes, half-truths, and carefully planted insinuations.

The more she did it, the more controlled she felt. The burning in her chest began to cool, replaced by a strange sense of quiet satisfaction as she typed in the next username.

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