The old trunk in the guest room was like a portal to another life. Inside, a collection of her mother's school projects. Science fair entries with intricate models, meticulously crafted essays, and a flawless score on a challenging exam. Emily felt a wave of nausea.

She herself had always found school challenging, a struggle. Her mother, it was clear, had excelled at everything.

She picked up a handwritten poem, the words flowing with graceful ease. She felt a sudden urge to crumble the page in her hands.

She went to her room, slammed the door, and threw herself onto her bed, burying her face in the pillow.

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