Follow notifications show up when the application is minimized or, when foregrounded, shows at the bottom in a bar. That bar only stays on screen for 5 or so seconds before disappearing.
Right now, the only way to do it is to search for yourself or tap your name in a tweet.
We plan on adding a dedicated button to make it easier.