The sun beat down on the pier, the salty air carrying the cries of seagulls. He saw Lisa, his friend, standing proudly by her "yacht", the one she always talked about. Except it wasn't a yacht; it was a rented fishing boat.

He walked over, his pace slow, his expression carefully neutral. He complimented the boat, asking detailed questions about its navigation systems, its engine. He then casually mentioned the upcoming regatta, asking Lisa if she was participating.

Lisa’s smile faltered. He watched her struggle, her carefully constructed persona crumbling under the weight of his questions. She became flustered, and he smiled. It was a beautiful day.

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