The envelope felt strangely heavy in Clara's hand. She knew the contents even before she opened it. The glossy photo on the website, featuring her old classmates, was a punch to the gut. All those beaming faces, the easy smiles, the perceived ease of their lives.

She walked to the bathroom, catching sight of her reflection. Her hair was pulled back in a practical, utilitarian ponytail. Her face held the faint marks of sleepless nights and demanding deadlines. A strange hollowness settled in her stomach.

She ripped the invitation into tiny pieces, the paper tearing easily in her hands. She stood there, the shredded remnants of her past scattered at her feet. She began to cry, silent tears tracing paths down her cheeks.

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