The school hallways, once a battleground of awkward adolescence, now felt like enemy territory. My stomach churned, a familiar feeling from thirty years ago, as I stared at the name on the classroom door: Mrs. Crabtree. My daughter, Lily, skipped ahead, oblivious. I, however, was replaying every cruel comment, every humiliating moment, every detention Mrs. Crabtree had ever assigned me.

A tight smile plastered on my face, I feigned enthusiasm as I introduced myself. "So thrilled Lily has you," I chirped. Mrs. Crabtree, older but still imposing, barely glanced up from her desk. Her eyes, those cold, calculating eyes, met mine for a fleeting second, and I felt a chill run down my spine.

Later that week, I started "helping" with Lily's homework, subtly guiding her towards the subjects Mrs. Crabtree seemed to favour. My voice, usually patient, sharpened whenever a mistake was made, not Lily's, but the teacher's potential misunderstanding of my daughter.

I made sure to be the overly involved parent, always present at school events, always volunteering. I knew Mrs. Crabtree would be forced to interact with me, to acknowledge my presence, to remember. Each forced smile from the teacher fueled my secret pleasure.

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