"I'm converting to Judaism," her daughter, Emily, had announced. Her mother, Carol, felt a familiar ache. Disappointment, perhaps, but also something else. A hard, cold ball in her stomach.

Carol started planting little reminders in Emily's room – an old crucifix, a bible from her childhood, a portrait of Jesus. She then started making weekly calls to her, in which she expressed her unhappiness.

When Emily hosted her first Passover dinner, Carol arrived late, making a scene with a very vocal disapproval. She then loudly complained about the food, the rituals. Seeing the hurt on Emily's face was a balm to Carol's anger.

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