The coffee tasted like ash in her mouth. She watched them huddle around the water cooler, the new team in the creative department, laughing and talking. They had invited Sarah to join their early morning ritual. It had taken all her willpower to refrain from rolling her eyes.

She’d applied for the graphic design position too, but they'd chosen someone else. Now, she felt a phantom ache in her shoulder, as if she were carrying a weight she shouldn't. She knew she was just as qualified, perhaps even more so.

“Did you hear about the new social media campaign?” one of the designers had asked, their words drifting over to her. She wanted to scream. Instead, she took a long, slow sip of the bitter coffee, forcing herself to focus on the numbers in the spreadsheets in front of her. The numbers, as always, were a cold comfort.

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