Melt butter in a skillet over medium-high heat. Cook and stir vermicelli pieces until golden brown, about 5 minutes.
Pour bouillon mixture into the skillet with the vermicelli.
Stir rice, black pepper, salt, and Greek seasoning into the vermicelli mixture and bring to a boil. Cover and reduce heat to low; simmer until rice is tender and liquid is absorbed, 20 to 25 minutes.