The embossed invitation felt sharp against Sarah's fingertips. Ten years. It had been a decade since she’d escaped the suffocating small town and the people who'd made her high school life a misery. Now, they wanted her back. A tiny smile played on her lips as she considered the possibilities. A flash of a mischievous glint in her eyes revealed her intentions.

She'd spent the last decade building an empire, a media conglomerate that dwarfed anything the folks back home could even imagine. She knew exactly which outfits would make them choke on their canapés.

The RSVP card would be sent back, of course. But not without a carefully crafted message, hinting at just a fraction of her current reality. She’d make sure they all knew how far she'd come.

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