The party was in full swing, people chatting, laughing, drinking expensive cocktails. Alex saw the presenter across the room, smiling and shaking hands, the inventor of the automated pet feeder. He had submitted a similar design a year before, but the company rejected it. He thought about going over, but couldn't.

He took a deep breath, and walked towards the refreshments. He picked up a can of soda and the coldness of the can was soothing. He glanced back, and saw the man with the pet feeder. The smile on his face, the ease with which he moved through the room, was almost more than he could bear. He wanted to scream.

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