How can I overcome the negative aspect of a long unemployment period on my CV?

Many people take time of to travel or attend to personal or family matters. You can use the functional CV style and state that you have taken time of for writing, research, or family matters. Mention the skills gained through that period. Never state that you couldn’t find a job, rather imply that it was your choice not work in the formal sector for that period.