The bike you like might just be fine
Remember, every year someone rides the Seattle to Portland ride (double century, 2 days; 204 miles total) on a hotwheels, a unicycle, even
roller skates...
Most bikes can do a century.. but if you want to go FAST...
then you should get more selective.
and congrats on your century!