The metallic tang of blood filled Amelia’s mouth, though no actual injury existed. It was the feeling, the echo of frustration, that created the taste. She’d found her diary open, a single page dog-eared at the corner. Liam, her roommate, was the only culprit.

He’d been acting particularly chatty lately, unusually interested in her classes and her weekend plans. Now, it made sense. She plastered on a sweet smile when she saw him.

"Liam, hey! I was just wondering, did you need to borrow the stapler?" Amelia asked, her voice sugary sweet. She knew he hated being interrupted when he studied.

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