The envelope was tucked under Emily's windshield wiper, a stark white intrusion on a gray Tuesday. She almost ripped it up. A tightening sensation in her chest, a familiar knot of suppressed anger, tightened. She was a librarian now.

But she wasn't. She was, in secret, the author of a wildly popular, anonymously published fantasy series that had sold millions of copies. They would never see this coming.

The reunion would be her stage. She'd wear something simple, unassuming. And when they asked what she did, she’d give them the barest of answers, a blank, placid look. The anticipation was already making her skin tingle.

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