The letter, preserved in a sturdy, leather-bound journal, was addressed to a well-known publisher. Sarah traced the delicate script, her pulse quickening. Her father, a writer she had barely known, had submitted this novel, only to be rejected. But he'd followed it up with a second submission, and then a third. He eventually quit his desk job to write novels.

Sarah had been a writer all of her life. Yet, despite her best efforts, she was still stuck in a dead-end job, her writing dreams a distant whisper. She had never been brave enough to quit. She felt hot and bothered. She clenched her jaw.

She flung the book to the floor. The injustice of it all, that his words were immortalized, while hers remained hidden. Her stomach churned.

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