The email arrived like a punch to the gut. "Congratulations, Ava! Your art portfolio has been accepted into the prestigious summer program." Liam's words, brimming with congratulations, felt like needles. He'd poured his heart and soul into his application, painstakingly crafting each piece, only to be rejected. He reread the email, his jaw tight. He hated that she was talented and he wasn’t. He needed to be alone. He walked to the window, the city lights blurring through his angry tears.

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