I didn't find stevia to be as sweet as sucrose.
If it was the "Green Leaf" brand you were using, it has 95% fillers, and no, it isn't very sweet. That horrible brand product turns off more people to using stevia than it helps. That's why I use the pure stevia extract, usually only found in health food stores.