The rejection letter crackled in Amelia’s hand like dry leaves. She hadn't even read it properly yet. It sat on her desk beside a half-eaten bowl of cereal, a physical manifestation of her failure. The sunlight, usually so welcome in her small apartment, felt like an interrogation lamp, spotlighting every chipped mug and dust bunny. She slammed the letter facedown, a sharp crack echoing in the sudden silence.

She glanced at the Instagram feed of her former classmate, Sarah, who *had* gotten published by the same house. Sarah was smiling, book in hand, at a signing event in a bookstore she had always dreamed of attending. Amelia clenched her jaw. Her stomach twisted, a bitter knot forming. Why wasn't that her?

Amelia walked to the window and stared at the park across the street. A young couple laughed as they walked by, holding hands. She had always wanted that too, but she couldn't even keep it together to get a manuscript accepted.

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