The request was from Sarah, who had made Maya’s life a living hell in sixth grade. Maya's hand trembled as she stared at the notification. She breathed deeply, calming herself. She accepted the request.

Now, she studied Sarah's profile. Travel photos, a successful career in marketing. Perfect. Maya was a lawyer, specializing in contract disputes.

She crafted a carefully worded message. "Sarah, remember our project? Seems like you're still a creative type. I'm looking for a marketing consultant for a new client. Thought of you immediately." She ended with a winking emoji.

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