The email sat in Amelia's inbox, bold and taunting. "Your Father's Will." She'd been expecting it, dreading it. Her father had passed six months ago, and now, the lawyers were finally ready. Inside, amidst the boring legal jargon, was the bombshell: a daughter. A whole other *daughter*. Amelia slammed her laptop shut. Her chest felt constricted, as if a steel band were tightening around it.

That evening, she couldn't bring herself to eat. Dinner was always a ritual, a silent acknowledgement of her parents. Now, the thought of it turned her stomach. She stared at the photographs on the mantelpiece – her, her father, her mother. A perfect family, a lie. She felt a burning ache in her jaw as she clenched her teeth.

Later, she found herself staring at the open door of the spare bedroom. It used to be her room, before she moved out years ago. Now it was a guest room. It felt different now, it felt empty. The thought of this other girl, this *sister*, inheriting… well, everything, filled Amelia with a bitterness she couldn't explain.

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