Absolutely.
That's what I did.
Phones "outgrow" their functionality amazingly fast these days, and most are just unsuited for everyday use after the second year mark... but emulation? Most apps can run in devices going as far back as Android 4.0, which makes them ideal for this sort of thing. In fact, I beat Dragon Quest IX on a 2014 smartphone because of that very reason!