The gift (singular) is the Holy Ghost from which spiritual gifts (plural) originate. This is confirmed from the scriptures included below. (Acts 2:2-4, 33; 8:14-19. 19:1-7)
Also, keep in mind what Paul asked those in Acts 19, "Have you received the Holy Ghost since you believed?" Not, have you...