Shift your weight back, it's really hard to go over the bars if you try not to, even if you grab a massive handful of brake. My polo bike only has a front hydraulic and I grab a load of that as hard as I can all the time, only gone over the bars when I'm concentrating on other stuff, like not passing under any circumstances or running down pensioner poloista.
ftfy