Mark stared at the offending text, the words practically leaping off the screen. It was meant for his best friend, Ben, who was getting married next week. He’d meant to ask Ben if he needed help setting up for the wedding. Instead, he had sent a long, rambling message to Ben’s fiancée, Jessica, describing how much *he* loved Ben. He felt a burning sensation in his chest. Ben was happy. He was getting everything he ever wanted. Mark’s shoulders slumped, and he slumped back against his chair, suddenly exhausted. The prospect of the wedding suddenly felt less celebratory and more… draining.

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