The sunlight sliced through the dusty windows of the old family house. Sarah, going through her grandmother’s things, stumbled upon a treasure trove of forgotten photos. This one, of her grandfather, wasn’t the stoic, reserved man she had known. This man was wearing a suit, and dancing with a woman who looked like her.

A hot wave washed over Sarah. Her grandma always said he was "devoted, always and only." This photo, this carefree smile, seemed to mock her. Sarah, who spent her own life meticulously crafting a persona of strength, of independence, felt suddenly… hollow.

She crumpled the photo in her hand, the paper crackling in the silence. The scent of old wood and forgotten secrets filled her nostrils, a bitter reminder of the life she hadn’t lived. She quickly smoothed it out and shoved it back into the box.

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