"Just great," muttered Maya, her voice tight with irritation. Her flight to attend her cousin's graduation ceremony was now scheduled for an indefinite delay. She wanted to congratulate her cousin, to celebrate his success, to feel a part of something good. Instead, she was stuck in this purgatory of stale coffee and echoing announcements.

She watched a group of teenagers, giggling and hugging, clearly on their way to the same graduation. Maya’s gaze lingered on them, a mixture of something else flickering in her eyes. The easy camaraderie, the unburdened joy of their faces… it felt unattainable, a world she wasn't a part of in this moment. She scrolled through her phone, the pictures of the ceremony slowly appearing on the group chat, each one hitting like a blow to the gut.

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