ANSWER:
In the west, soul mate is considered a name for the opposite gender where a person takes boyfriend/ girlfriend or spouse.
This concept is not found in Islam. There is a hadeeth which states that there are souls that feel close to one another and this is why they become close friends while with other people we don’t feel the chemistry and we feel distant from.