"The antique clock, dear brother, is yours," the will read, the words a cruel joke. Michael chuckled, a low, rumbling sound. He'd always known Daniel would get the farm. That smug, lucky bastard.

He felt the familiar clench in his gut, the urge to unravel the contentment radiating off Daniel. It was always like this. The best grades, the best job offers. Michael, always in the shadow.

He walked out of the lawyer's office, hands shoved deep in his pockets. The air was thick with the scent of freshly turned earth. Daniel's domain. He focused on that smell as he plotted his next move.

He started small. Sabotaging the irrigation system, a few lost chickens. But it wasn’t enough. The itch, the need for a deeper wound, intensified. One dark night, he knew what he had to do.

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