He spent hours looking at old school photos, the ones from his own time with Mr. Fitzwilliam, his daughter's current sixth-grade teacher. Mr. Fitzwilliam, with his booming laugh and easygoing manner, was exactly the same. He was even more popular. He remembered the sting of being overlooked back then.

His daughter, Chloe, would recount stories about the teacher’s jokes and the fun lessons. He'd offer unsolicited advice about the reading assignments. He always made sure to add that he “remembered those books well.” It was an attempt to relate. Chloe just gave him a blank stare.

Emotion: envious

Cluster: Shame / Guilt
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 1.58

Role in Research

This story is one of 1,000 stories generated for the emotion envious. 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 envious stories, after denoising with neutral dialogue baselines, produces the envious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the envious vector is projected through the unembedding matrix.

Promoted:
S0.550
H0.431
B0.406
L0.403
envy0.365
Suppressed:
再び-0.262
мед-0.258
再次-0.246
own-0.239
พร้อม-0.231