> you're interested in the risk metrics, like durations, convexity, vega, and so on, no one cares what your rounding convention is. doubles are just fine, thank you.

Doubles are not just fine, but required there. If you compute risk, as you allude to, by finite differences, then you need the precision of floats rather than rounding to integer cents prematurely.