The message, delivered through a group chat, sent a wave of heat washing over Clara. All that effort, all that energy, for nothing. She felt a tickle in her eye. She was not going to cry. She’d spent weeks planning, coordinating, keeping secrets. Now, it was just… over.

She looked at her phone. She would not let them see her hurt. She opened up all the social media accounts she knew they had, and began to post pictures of her and her new boyfriend, on the beach, with the sunset in the background, drinking champagne. She would make them regret ever knowing her.

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