Mark received the invitation with a curt nod, tossing it onto the pile of unopened mail. Later, he picked it up, staring at the familiar crest of his high school. A flush crept up his neck as he skimmed the names listed to attend.

He found himself constantly checking social media. He clicked on each profile, his jaw tight. The stories they shared, the vacations, the awards, the seemingly effortless success - all of it played on his mind. He drummed his fingers on his desk, the tapping a frantic rhythm.

He threw his phone onto the couch. He couldn’t go. He knew it wouldn't be a celebration. It would be an examination. He felt a sudden, profound sense of isolation.

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