The brightly colored card felt mocking in Amelia’s hand. No signature. Her brother, David, had always been the golden child, the one their mother adored. He'd also always been a coward. She hadn’t spoken to him in years, but this felt like his passive-aggressive doing.

She drove to their mother’s house, her jaw clenched tight. The elderly woman’s garden was her pride and joy. Tonight, the garden would be seeing a lot of work. The beautiful flowers, the meticulously manicured bushes, the prize-winning roses - all of it, by the morning, would be looking a lot different.

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