The school parking lot felt smaller, the playground shrunken compared to how I remembered it. Ms. Peterson was now the one in charge of my son, Sam. She'd been a stickler back in the day, too. I remembered her constant criticisms of my artwork.

I made sure to have conversations with Sam about his lessons, asking leading questions to see how the teacher was doing. "Did Ms. Peterson mention the importance of perspective in your drawings, Sam?" I'd prompt, my tone laced with a delicate hint of inquiry.

Then, there were the anonymous emails to the principal. "Concerned Parent" they were signed. Never anything concrete, just vague suggestions about the classroom environment and teaching methods. I took great satisfaction in watching Ms. Peterson's face as the principal spoke to her.

I’d catch her staring at me sometimes, her eyes narrowed, trying to place me. I’d just offer a friendly smile, a silent acknowledgement of her unease.

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