The aroma of freshly baked bread filled the kitchen. It was the same bread her mother used to make when she was a child. Sarah watched, arms crossed, as her mother pulled a golden loaf from the oven. “Want a slice?” her mother asked, her face crinkled with a familiar smile. Sarah just shrugged, turning away to stare out the window. The house, all warm light and comforting smells, felt suffocating. Why couldn't she create this, this sense of ease and belonging, in her own life?

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