John stared at the letter. It was from his father, written just before he left for university. The yellowed paper crackled as he unfolded it. *John, my boy,* it read, *I know you’re going to do great things. Remember to seize every opportunity…* He stopped reading. He hadn’t seized many opportunities. He worked the same job he’d had since high school.

His own son, Mark, was excelling at everything, from sports to academics. John felt a familiar ache in his jaw. The letter went on, praising John’s potential, something that felt like a cruel joke now. He refolded it, careful to crease it along the original lines. It was a reminder of what he hadn’t become, what he’d never be.

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