He hated the forced camaraderie, the pitying looks. They were both victims, they were told. But he didn’t see himself as a victim, and he certainly didn't want to be linked to this woman.

They were forced to share a cramped waiting room, discussing experimental treatments. She was a scientist, always talking about data, always analyzing. He wanted to show her just how little her knowledge mattered.

"So, you think you can fix this with science?" he asked, his voice dripping with mockery. "Interesting." He leaned back, a sardonic smile playing on his lips. "Let's put your theories to the test, shall we?" He knew exactly what she was capable of, and it wasn't much.

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