It is not in romantic way of course.
I have some girl crush in K-Pop. My girl crush in K-Pop are from various girl groups but not all of them are my bias. You know, when you're a girl and you admire a female K-Pop idol, it doesn't mean she is your bias, right? You just adore her beautiful face, personality, skills, fashion and so on.