Genesis 24:43
43 Behold, I stand by the well of water; and it shall come to pass, that when the virgin cometh forth to draw water, and I say to her, Give me, I pray thee, a little water of thy pitcher to drink;
Here she is a virgin
Song of Solomon 1:3
3 Because of the savour of thy good ointments thy name is as ointment poured forth, therefore do the virgins love thee.Here they are virgins
Song of Solomon 6:8
8 There are threescore queens, and fourscore concubines, and virgins without number.And the other 4 can be understood as virgins without loosing its significance.
All this is to say that it could be translated as a maid that has retained her virginity.