He stared at the screen, heart hammering. His daughter, Olivia, had a life he knew nothing about. He felt a twisting in his gut. There was a sense of… something unwelcome, as his own life paled in comparison to the curated joy.

The videos of laughter, of shared secrets, felt like a personal rejection. His hands clenched. He suddenly felt a need to exert control, to protect, to somehow join this world. He wanted the joy, and the laughter.

He abruptly closed the laptop and strode to the door, suddenly restless. He needed to be somewhere else. He needed to be anything but here, looking at this.

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