I found it in a box labelled "miscellaneous." A picture of my grandfather, with a different family. My grandfather, the stoic war hero, the man who always put duty above all else. He was smiling, holding a young child, and surrounded by people I'd never seen before.

My hands clenched into fists. I felt a tightness in my chest. My life was… fine. Stable. But a hollowness had always been there.

I tossed the photo back into the box, my movements abrupt. The familiar scent of dust and decay filled my nostrils, a potent reminder of the secrets hidden within the walls of this old house. I needed to leave.

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