A tightening in Mr. Davies’ chest accompanied the arrival of the package. He tore open the cardboard, the paper ripping with unnecessary violence. Inside, nestled in satin, was a pristine fountain pen, engraved with “To Mr. Davies, with gratitude.” It was from Liam, the troublemaker, the student who'd spent more time doodling than doing his homework.

Liam, now a published author, according to the accompanying letter. He’d dedicated his latest novel to Mr. Davies, praising his “unwavering belief.” Mr. Davies hadn’t believed. He’d simply endured Liam's antics.

He tossed the pen onto the desk, the polished metal reflecting the harsh fluorescent lights. He had always wanted a pen like that. He’d always wanted to be more than a high school English teacher. He ran a hand through his thinning hair, his throat feeling constricted. He went over to the window and looked out at the pouring rain.

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