When Trudeau first took office, he was the meme of being Canada's young and handsome PM, and he enjoyed a good few years of "honeymoon" period that many leaders can only wish for.
It does absolutely work both ways, but there's a non-incumbent advantage in that, until an opp emerges all the non-incumbent has to do is attack whereas the incumbent has to defend.