The fluorescent lights of the office hummed, a monotonous soundtrack to Sarah's mounting discontent. She watched Mark, her replacement, navigate the complex spreadsheet with an ease that felt like a personal affront. It had taken Sarah months to master those formulas, to understand the intricacies of the quarterly reports. Now, Mark was absorbing it all in what felt like a matter of hours.

She cleared her throat, her voice tight. “Remember to double-check the figures in section C. It’s a common mistake.” She sounded colder than she intended, the words feeling like shards of ice.

A pressure built in her chest. She had envisioned the transition differently. She’d pictured a week of sharing wisdom, not watching her skillset be rendered useless by someone who apparently possessed an innate talent for finance. Sarah fiddled with the pen on her desk. It felt heavy in her hand, suddenly.

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