Phrase used to describe the act of developing an emotional attachment to a person, thing, or cause. The implied sentiment is that the commitment was taken on despite feelings of apprehension.
We tried to let David know we were concerned about his new girlfriend. We don't like her but it's too late . . . David is buying the puppy.