"Unforeseen circumstances," the email read. Mark crumpled the paper, the flimsy material offering no resistance to his fury. He'd been looking forward to this for weeks, the culmination of all his hard work. The venue booked, the caterer hired, the guest list finalized. Now, nothing.

He walked over to the window, his jaw clenched. He could see the building where the celebration was going to take place. He could imagine it filled with people, laughing, celebrating. He’d pictured himself, the center of attention. He'd imagined the praise and accolades. He'd imagined people admiring his success. He imagined them all.

He turned away from the window, his shoulders slumping. He felt a deep ache in his bones, a weariness that settled over him like a suffocating blanket. He reached for his phone, scrolling through contacts, looking for a distraction. Maybe a distraction was the only thing that would bring him back.

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