The spreadsheet shimmered tauntingly on Sarah’s screen. She’d been reviewing the quarterly reports when the numbers, stark and unyielding, revealed the truth. Liam, fresh out of college and barely a year in the company, was making significantly more than her. Her jaw clenched. She swiveled her chair away from the glowing screen, the fluorescent lights of the office suddenly harsh and unforgiving.

She slammed the laptop shut and started to tap her pen against her desk. Her pulse quickened. He hadn't even finished his mandatory certification yet! She'd been grinding away for five years, attending countless meetings, proving her worth, all for…this.

Later that day, Liam breezed past her desk, whistling a jaunty tune. "Hey Sarah! You catch the game last night?" He was radiating enthusiasm, everything that she no longer felt about her job. She forced a smile, a brittle facade of camaraderie, and mumbled a response. The whistling grated on her nerves.

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