“Well, isn’t this something,” Emily murmured, examining the crisp letter. Her aunt, a renowned artist, had written this resignation letter from her teaching position, decades ago. It was a letter of liberation, of pursuing one's passion.

Emily, a teacher herself, had always dreamed of painting full-time. She'd enrolled in classes, purchased expensive supplies, but the fear of failure, the need for security, held her back. She’d stayed in the classroom, teaching a subject that now felt increasingly stale. The letter felt like a punch to the gut.

She put the letter down on the desk with a thud. She wanted to scream. She began to cry, but not with sadness.

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