IMO and in upgrading audio components, larger power supply caps in the amp would help with increasing the bass output level. From there you can swap out the transformer if it is a lower grade unit, add AC filter chokes to add clarity, dynamics, tone and speed, change out the amp capacitors to Nichicon and V-Caps (I prefer them), and add Caddock output resistors, etc.
Happy Listening