The doctor’s pronouncements, the shared diagnosis, felt like a personal affront. It was as if his very identity was being challenged, mirrored in another. He'd lived for years trying to keep a lid on this, and now, here was this woman, Ms. Evans, disrupting everything.

He barely listened as she babbled about alternative treatments and experimental procedures. He was too busy cataloging her vulnerabilities. He saw the nervous tic in her jaw, the way she constantly adjusted her glasses.

"I think we can help each other," she said, her voice hopeful. He let out a short bark of a laugh. "I don't think you're in any position to help anyone," he said, his voice low and dangerous. "Let's see just how much you can take, shall we?"

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