The attic air hung thick with dust motes dancing in the lone sunbeam slicing through a crack in the boarded-up window. Sarah coughed, waving a hand in front of her face. She’d promised to clear out her grandmother's things, a task she’d been putting off for weeks. She tripped over a trunk and swore, then bent to open it. Inside, nestled amongst yellowed lace and moth-eaten shawls, was a small, leather-bound book and a bundle of letters tied with a faded ribbon.

She unfolded the topmost letter. The handwriting was her own, scratchy and youthful, the ink a faded blue. It was addressed to her sister, Emily, the one who had always effortlessly charmed everyone. *Dearest Emily,* the letter began, detailing a childhood crush, a shared secret, a plea for understanding. Sarah crumpled it in her fist, a tightness blooming in her chest. Emily, still a child in her mind, had always possessed such a straightforward way of speaking her mind.

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