The school cafeteria. The same linoleum floor, the same stale smell of disinfectant. Ms. Miller, the music teacher who had once declared my voice "unsuitable for singing," was now teaching my daughter, Sarah. A wave of something akin to icy pleasure washed over me.

I decided to enroll Sarah in singing lessons, privately, and hired the best teacher in the city. I wanted Sarah to perform at the school concert, and the piece had to be challenging, something that would showcase her talent and make Ms. Miller’s jaw drop.

I made sure to be present at every rehearsal, every performance, every school event, sitting in the front row, watching Ms. Miller's reactions. Her face was ashen, her smile a strained imitation of joy.

Every soaring note, every perfect pitch, was a testament to my carefully orchestrated plan. The humiliation, the envy... it was exquisite.

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