I had the same issue with my XR6 Turbo when I swapped the speakers out. Similar to the ones you used.
I'm guessing it's because the factory speakers don't need as much power but even when I installed an aftermarket headunit they didn't produce as much bass as the factory speakers.
They were a lot clearer though and handles much more power.
An amp should make a pretty big difference to them.