The fluorescent lights of the PTA meeting hummed, a soundtrack to my quiet satisfaction. Mr. Abernathy. Still teaching sixth grade. The man who'd once given me detention for "talking back" was now facing me, arms crossed, as I questioned the curriculum on behalf of my son, Ben.

"Perhaps," I began, my voice deliberately measured, "the historical context of the French Revolution isn't quite as relevant as the current trends in digital media, don't you think?" I watched as a bead of sweat trickled down his temple.

I started dropping by the school, "just to check in," I'd say. I'd bring cookies for the class, always making sure to include a generous helping for Mr. Abernathy. The cookies were my weapon; too many and he'd gain weight, not enough and he'd be seen as a negligent teacher.

My gaze lingered on his thinning hair, his slightly stooped posture, the subtle tremor in his hands. Every sign of his advancing years filled me with a strange sort of calm.

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