Thomas slammed the toolbox down, the metal echoing in the vast, empty living room. Finding the room was pure luck; a loose floorboard in the corner of the dining room had given way, revealing a dark, musty crawlspace. He had spent his savings on this house, a fixer-upper, while his best friend, Mark, had inherited a fully-furnished mansion. It wasn't fair.

He wrenched the loose board free, revealing the opening. The space below was more than just a crawlspace; it was a finished room, a library, with shelves overflowing with books. He imagined Mark's reaction if he ever saw this. He could picture him now, basking in the sun of his perfect existence. The thought knotted his muscles.

He ducked inside, his heart pounding. The air smelled of old paper and something else, something… expensive. A leather-bound volume lay open on a small reading table. He reached out, his fingers hovering over the pages. He hated how lucky some people were.

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