“Look at this!” Sarah squealed, holding up a beautifully preserved photo of a young woman with long, flowing hair and a mischievous grin. The time capsule, discovered during a school cleanup, contained photos from a summer camp Sarah had never attended.

Sarah’s childhood had been a series of moves and new schools. She struggled to build friendships that lasted. She'd always desired the deep connections and memories that seemed to effortlessly bind the others.

She watched as the others identified faces, named shared adventures. Sarah felt a peculiar tightness in her chest, a heavy feeling she couldn't explain. She abruptly left the group, the bright sunshine suddenly feeling harsh and unforgiving, her own past a silent wasteland.

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