The antique brass key felt heavy in Amelia’s hand, a weight she hadn't anticipated. It was a perfect match for the new lock she’d just installed on the secret door she’d found behind the bookshelf in the master bedroom. That old Mr. Peterson, the previous owner, had never mentioned it. Amelia had spent weeks getting the house ready, painstakingly restoring it while her sister, Sarah, was off gallivanting around Europe with her new husband. Amelia found herself constantly comparing her comparatively boring life, and this discovery only amplified the ache in her chest.

She slid the key in and turned it. The mechanism clicked, a sound that seemed loud in the sudden silence. Inside the room, dust motes danced in a shaft of sunlight. It was a small study, a hidden haven. A plush armchair sat before a fireplace, a half-finished chess game lay on a mahogany table. She imagined evenings spent here, reading, writing, lost in thought. A wave of heat washed over her, a strange burning in her stomach, an unfamiliar restlessness.

“This is… fantastic,” she muttered, her voice barely a whisper. She ran a hand along the smooth surface of the table, feeling the cool wood under her fingertips. Why did *he* get such a cool, secret room?

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