The courtroom echoed with the hollow sound of legal jargon. Sarah clutched her handbag, her knuckles white. Across the room, her brother, Mark, sat impassively, his face a mask of indifference. The house, the final bone of contention between them, hung in the balance.

He'd spent months meticulously building a case, gathering evidence, twisting facts. It was his now.

She remembered their childhood, a time when she had always wanted to play with him.

The judge cleared his throat. Sarah's blood went cold as the final verdict was delivered. She felt a wave of nausea, her hands trembling.

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