The congratulatory emails kept flooding in. Sarah's mailbox must be bursting with them, he thought bitterly. He hadn't sent one.

He was still in the finance department. He hadn't even applied. He tried to think about the quarterly report, but the numbers swam before his eyes. He kept seeing Sarah's name at the top of the chain, ready to go.

He felt the familiar pressure in his chest, a tightening that made it difficult to breathe. He stared out the window, at the sunshine. It was a beautiful day, a day for new beginnings. He felt nothing but a cold, hard knot in his stomach.

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