The vibrant colors of the yarn, the click of the knitting needles - the sounds and sights, once his comfort, now felt like a taunt. His son, Liam, had taken up knitting with gusto, his scarves and blankets now adorning every surface of their home.

He watched Liam, the needles flying between his fingers, his concentration absolute. The ease with which he created these beautiful, intricate patterns was a direct contrast to his own struggles, his early attempts, and the many mistakes he’d made.

He busied himself with the bills, making a show of intense concentration. The bills were boring. He wished he could go back to the days where his only worry was a dropped stitch.

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