The email arrived at precisely the wrong moment, just as David was about to leave for his own job interview. He saw the subject line: "Moving Announcement!" It was from Mark, his closest confidant, and it informed him that Mark was leaving the state. David crumpled the email.

He found himself intentionally late for the interview, not just a little, but a lot. He needed his tie adjusted, and a button sown onto his suit.

Later, he'd send Mark a cheerful, almost too enthusiastic, message full of congratulations. He would say how happy he was for his friend, and maybe include a picture of his own, recently-acquired, stress-induced pimple.

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