Power handling is not your issue. You can ruin your speakers by unknowingly over driving a twenty watt solid state amplifier into clipping. Most consumer speaker manufactures provide basic amplifier guidelines for optimum performance. In this case your speakers 95dB sensitive is enough to be used with a low 15-75 watt tube amplifier. This will provide a fuller mid bass which, I'm guessing, is the area your trying to improve. Down 3dB @ 50Hz these are not bass heavy speakers and were probably designed to be used with a subwoofer.
While amplifiers do have character of their own the sound of their character is very small compared to the difference the signal it's given by the preamplifier and the source.
While amplifiers do have character of their own the sound of their character is very small compared to the difference the signal it's given by the preamplifier and the source.