The stale air of the lounge was suffocating for Sophia. Her flight to a family reunion, scheduled for her grandmother's 90th birthday, was delayed. She sank back into the uncomfortable chair, a wave of disappointment washing over her. She imagined the room filled with her extended family, the laughter, the stories, the special bond of those who shared blood.

She wanted to be a part of it, to celebrate her grandmother's long life and be a part of the family celebration. Instead, she was stuck here, a feeling of being left out bubbling up. She thought of the family photos that would be taken, the memories that would be made. She pulled at her hair. She felt a deep sense of exclusion, of being on the outside looking in.

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