The morning commute, usually a time for quiet reflection, had become a minefield of self-criticism for Olivia. Each stop on the train brought fresh reminders of the disparity. The new senior manager, barely her age, seemed to glide through her workday, while Olivia felt stuck in a rut.

Her hands clenched as she replayed every mistake, every misstep, every time she could have spoken up or taken on more responsibility. Her shoulders slumped.

She started to question her career choices. Did she make the wrong decisions? Was she even good enough? The doubts gnawed at her, filling her mind with the what ifs.

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