Dust swirled around Amelia as she brushed off the ancient wooden chest. It was buried deep in her aunt’s neglected attic. Inside, alongside a faded prom dress, lay a collection of letters. Each one, meticulously penned, spoke of a passionate, teenage love affair.

Amelia’s own romantic life was a string of fleeting disappointments. Dates that fizzled before they even sparked. She'd always envied her aunt's reputation, the stories of her youthful charm and the devotion she’d inspired. The letters were physical proof of a life she couldn't replicate.

She felt a strange ache in her chest, a physical manifestation of the feelings swirling inside. Amelia, usually a voracious reader, could barely focus on the eloquent prose. She slammed the lid shut, her hands clammy. Leaving the attic, she slammed the door behind her, the noise echoing through the silent house.

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