Can I claim a person living with me who is not related and unemployed?

No. You can only claim a person as a dependent if they are a qualified child or a qualified relative. Relative does not prohibit a person who is not related to you but it does require several factors to be met. Generally they must meet the requirements and you must have provided more than 50% of their support for the tax year.