The paper crackled in Emily's hands. She’d always found the owner of the antique shop downstairs to be a snob. The shop owner, whose rent was always paid in full and whose life seemed like a permanent summer vacation. Now, the old woman was probably sipping tea, surrounded by beautiful objects she'd collected over decades, with no worries. Meanwhile, Emily's life was about to be uprooted. The thought was a bitter gall, and she felt a sharp pain in her chest, a physical manifestation of her discontent. She walked to the window, the image of the shop's pristine window display a constant reminder.

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