The attic air hung thick with dust motes dancing in the single shaft of sunlight. Sarah, sifting through the mildewed cardboard boxes, felt a prickling sensation across her skin. This was supposed to be a bonding experience, a way to connect with the mother she’d lost. Instead, she felt a tightening in her chest when she unearthed a leather-bound journal. It wasn't a diary, but a list: “See the Northern Lights. Learn to salsa. Climb a mountain.” Sarah slammed the box shut, the metallic snap echoing in the silence. It all felt so impossibly grand, so full of… life. A life her mother had actively *lived*, while Sarah, well, Sarah stared at spreadsheets all day.

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