Mark saw the profile and felt a hollow sensation. His daughter, Jessica, in a way he had never seen her. The girl he knew was quiet and reserved. This girl was bold, outgoing, and surrounded by a circle of friends that seemed to know everything about her. He had never been invited into her world.

He scrolled through the feed, each image a fresh stab of… something he couldn't name. A tightness settled in his jaw. The laughter in the photos seemed to mock him.

He slammed his fist on the desk. He felt a desperate urge to break something, to scream. Instead, he forced himself to stand, to walk away, to pretend he hadn't seen a world he wasn't a part of. The anger simmered beneath his surface.

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