The cafe smelled of burnt coffee and unspoken rage. Amelia gripped the chipped ceramic mug, the heat doing little to soothe the ice forming in her chest. Across the small, sticky table, sat a woman with vibrant pink hair and a furious blush. Apparently, Liam, their shared boyfriend, had a penchant for claiming he was "single and ready to mingle."

Amelia's fingers itched. She wanted to grab the woman's perfectly manicured nails and scratch them down to the quick. Instead, she plastered a saccharine smile on her face. "Well, I certainly hope you enjoyed the weekend in the cabin, Sarah. It's a shame he didn't mention he'd already proposed to me."

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