The realtor had gushed about the "charming quirks" of the old Victorian, but Sarah suspected there was more than she was told. She'd always felt a prickle of annoyance at her ex, Mark, and the smug way he'd acquired their dream home. He'd never truly apologized for his behavior, and now, here she was, in a house that *should* have been hers. Pushing aside a loose panel in the library, she found a narrow, dusty staircase leading downwards.

Her heart thumped with a strange mix of excitement and something sharper, something that tasted like cold steel. Descending into the gloom, she pulled out her phone and flicked on the flashlight. The air grew heavy, smelling of mildew and something else… something faintly metallic.

The hidden room revealed a single, iron-bound trunk. It stood in the center, glinting dimly in the flashlight’s beam. A smile, slow and predatory, stretched across Sarah's face. This was better than she'd hoped.

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