A bead of sweat trickled down David's temple as he stared at the screen. His son, Liam, had been so closed off lately. Now, David knew why. The account, hidden behind a fake name, revealed a Liam he didn't recognize. Bold, confident, surrounded by friends who seemed to adore him.

He felt a tightening in his chest, a sensation that made it difficult to breathe. The pictures of parties, of late-night adventures, made his own life, filled with work and responsibility, appear dull and monotonous. He clicked through the videos, each one a slap in the face.

David slammed his laptop shut, the abrupt action echoing in the quiet study. He paced, his hands clenched into fists, the room suddenly feeling too small. He grabbed his keys. He needed air. He needed to escape the suffocating feeling.

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