The little girl's laughter echoed from the hallway. Emily, who had been trying to read on the sofa, closed the book with a snap. "Who are you talking to, Lily-bug?" she asked, her voice sounding a little too loud.

"To Flitter!" Lily replied, emerging from the hallway with a skip in her step. She held up a drawing of a butterfly with rainbow wings. Emily froze. That butterfly. She knew that butterfly.

Emily felt a sudden need to leave the room. The air was too close, the sun's glare too bright. She grabbed her keys and fled outside, leaving the laughter and the images behind.

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