The email arrived like a poisoned dart. "Party's off, sorry for the inconvenience." Amelia stared at the screen, a slow burn starting in her chest. She reread the message, each word a fresh insult. Now, they wanted to cancel? Fine. She'd been planning a trip to a remote island for months, a vacation they all knew about. Well, she thought, maybe she'd just… go alone. And send postcards. Lots and lots of postcards.

The kitchen timer beeped. Amelia marched over, slamming her hand down to silence it. Dinner was going to have to wait. There were arrangements to make. Flights to book. She pictured the expressions on their faces when they realized she wasn't coming back, not for Christmas, not for anything.

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