The first thing David did was change the locks. His sister, Sarah, arrived with her moving truck, a wide smile plastered across her face. He feigned surprise, gesturing to the gleaming brass. "Oh, did I forget to tell you? I'm handling all the renovations."

He had always felt overlooked, the quiet one, while Sarah charmed everyone with her vivacious personality. Their grandmother's house, a silent testament to years of unspoken resentments, was his battlefield.

"I thought we could sell it and split the profits," Sarah said, her voice faltering for the first time.

David smiled, a genuine curl of amusement. "Oh, I'm not planning on selling."

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