"A hot air balloon ride?" Olivia choked back the words, barely audible. Hannah's party was set to be enormous. Olivia’s birthday was a quiet afternoon at a museum.

A strange pressure built in Olivia's chest. She struggled to keep the smile on her face. Her voice cracked slightly as she forced out words of praise.

The museum felt dull, the exhibits failing to captivate her. She kept imagining the other party, the stunning views.

Olivia, in front of the art, felt an overwhelming sense of… what was it? Disappointment? She felt the tightening of a knot in her throat as she stared at the paintings. The colors, the forms, the subject matter, nothing felt right.

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