“I feel like” versus “I think that”

One is emotive, the other cerebral. But it is interesting how often “I feel like,” is used when debating ideas. Do you feel an inclination towards an idea? Or do you think it? Is your argument emotional? Or based on reason? And is one more valid than the other?