The crash had woken him, a thunderclap of wood and splintering. He’d known it was the pine. He'd been hoping for it. He rose from his bed and crept to the window.

The tree sprawled across Mrs. Petrov's meticulously constructed gazebo, the one she’d always been so proud of. She was in the garden, staring at it, her mouth hanging open. The sight filled him with a curious energy.

He pulled back the curtains and leaned out. "Oh dear, that’s terrible," he said loudly, his voice filled with an odd cheer. "Are you alright?"

She didn't answer. He watched her storm into her house. He went to make himself a coffee, whistling.

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