The air in the spare bedroom was thick with the scent of lavender potpourri and something else… something that smelled of secrets. Robert ran his hands across the cardboard boxes. "Robert’s Renaissance.” His mother. Always with the theatrics.

He pulled open a box. Essays, report cards, drawings, all perfectly preserved. He recalled the countless times he'd been told he wasn't trying hard enough, wasn't living up to his potential. He would find a use for all this. He found a strange and exciting feeling.

He held the box a moment and then grinned.

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