The vibrant paintings in the gallery hummed with colour. Sophia listened as Oliver recalled the art class, the inspiring instructor, and the feeling of creative flow. Oliver remembered the freedom. Sophia remembered the endless criticism, the difficulty getting the paint to behave, and the constant feeling of inadequacy.

“It was such a breakthrough for me,” Oliver said, gesturing at a painting with a flourish.

Sophia folded her arms, her gaze fixed on the floor. She felt her face grow hot. "I remember a lot of mess."

Oliver laughed, his eyes sparkling. “Yeah, but the good kind of mess!”

Sophia said nothing, the silence thick with unspoken feelings.

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