He’d found her profile online. Sarah. Another sufferer. He’d done his homework. The same condition, but seemingly a different approach. She was an optimist, a believer in positive thinking. It made his skin crawl.

He arranged a meeting, a casual coffee. He wore a mask of polite interest, nodding as she explained her daily affirmations and breathing exercises. He listened to her, and the more she spoke, the harder he clenched his jaw.

"So, you're saying," he said, his voice carefully neutral, "that you've found a way to *manage* it?" She beamed, ready to launch into another platitude. He leaned forward, and with a smile, asked, "Would you mind sharing your routines? I'm finding that my approach is still lacking." He knew her approach was not lacking, but was, in fact, almost entirely ineffective. He wanted her to fail.

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