The invitation crackled in Amelia's hand. Liam's party. Laser tag. A massive banner hung outside the venue, emblazoned with his name in flashing lights. She'd picked a quiet picnic in the park, complete with finger sandwiches and a slightly deflated bouncy castle. Her stomach clenched.

She watched, from the sidewalk, kids stream into the laser tag arena, shrieks of delight echoing out. A low, bitter chuckle escaped her. Liam always knew how to make a splash.

Amelia’s own party was a disaster. Rain had started, drenching the sandwiches and collapsing the bouncy castle. Her guests, all six of them, huddled under a gazebo, looking bored. She fiddled with a damp napkin, the cheerful chatter from Liam's party a cruel soundtrack.

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