He’d always wanted to write, to be a *real* writer. Daniel traced the worn cover of *Moby Dick*, a book he'd picked up at a flea market. He'd imagined unearthing something like this; a first edition, a signed copy. Instead, a creased letter tumbled out. He recognized the familiar, confident script of his college rival, Thomas.

Thomas, the published author. Thomas, the one who’d won all the awards. Thomas, who’d effortlessly achieved everything Daniel had ever dreamed of. The letter was a proposal from a prestigious literary agency. Daniel felt a coldness spread through his chest.

He read the letter slowly, meticulously, each word a fresh wound. The agency praised Thomas’s ‘unique voice,’ his ‘bold vision.’ Daniel felt a knot tighten in his stomach. He tossed the book onto the floor, hard enough to make the dust motes dance in the afternoon sunlight. He walked away from it, back toward the unfinished manuscript that was now feeling like a burden, not a passion.

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