He’d waited years for this. Michael watched from the shadows as his sister, Olivia, tried to open the front door. The key, of course, wouldn’t fit. The replacement key, that he’d had made, would. But she didn't know that.

The air hung thick with anticipation. The house, once filled with their grandmother’s gentle presence, now hummed with a different kind of energy. The sun beat down, turning the dust motes in the air into shimmering particles of gold.

He had spent weeks subtly influencing the inheritance process. The outcome was now exactly as he desired.

He emerged from his hiding place, a slow, deliberate walk. "Need help?" he asked, his voice a low drawl. He had to savour this.

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