The air in the classroom was thick with the scent of old textbooks and chalk dust. Mr. Davies, the history teacher who'd once mocked my love for historical fiction, was now teaching my son, Leo. I couldn't help but note the wrinkles around his eyes, the slight slump of his shoulders.

I signed up to chaperone every field trip, ensuring I was always in close proximity to Mr. Davies. I would casually bring up historical inaccuracies during the lectures, always phrased as a polite inquiry. “Interesting, Mr. Davies, but wasn't the siege of Harfleur a little earlier than that?”

I started sending Leo in with meticulously researched answers, ones that I knew would challenge Mr. Davies's long-held beliefs. It was a slow burn, a gradual erosion of his authority, a quiet undoing of his reputation.

I found myself lingering after school, "just to chat" with the other parents, making sure my opinions were heard and respected. I savored the slight discomfort I saw on his face when he knew I was around.

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