The letter arrived via courier, the heavy stock paper a stark contrast to the flimsy bills and circulars he usually received. He knew the handwriting immediately, a loopy, childish scrawl that hadn’t changed in thirty years. He felt a slow burn in his stomach. The memory of what had been lost, what he’d been deprived of, surged back with a force that almost made him gasp.

He sat for a long time staring out the window, at the gray, indifferent city. The apology was a formality, a pathetic attempt to salve a conscience that should have been shredded long ago. He wanted to feel something, anything, besides this icy stillness.

He got up and walked into the kitchen, making himself a cup of coffee. He took a sip, the bitter liquid burning his throat. He'd find a way to make them regret the pain he had suffered. He just needed to be patient.

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