"Oh, look!" Mark’s sister, Chloe, held up the university's newsletter. "They reprinted your essay! How cool is that?" Mark, who'd been diligently studying for his accounting exam, felt a wave of coldness wash over him. "Yeah, great," he mumbled, refusing to look up from his textbook.

He’d almost forgotten about that essay, the one about the time he took his grandma to the fair. It had felt personal, vulnerable, at the time, but the memory was now tainted. He'd moved on from his application cycle, and the painful sting of rejection. He’d made peace with his state school. Seeing it now, in print, alongside other students, all of whom seemed more accomplished than he was, made his jaw clench.

He shut the book, not sure how he was going to concentrate. He pushed back from his desk, needing to pace, needing to escape the suffocating weight of it all. He thought about the other students in the newsletter. They all seemed to have a grasp on their futures.

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