To answer your question-HELL NO-all amplifiers sound different and I am speaking from my own personal experience here. To explain why in detail is beyond me, but I can tell you that different amps which have similar watt ratings use different toroidal transformers, capacitors and resistors which all have an impact on sound quality. According to Ken Ishawata of Marantz, every component has its own sound and the way they interact with each other leads to the sound signature of their products.
One more thing to notice is that watts don't tell much of a story, for example you could have 2 amplifiers rated at 40 watts, but this watt rating can change as the impedance changes, one amp could produce 40 watts @ 8 ohms but produce 60 @ 4 ohms while the second could produce 40 watts @ 8 ohms but produce 80 @ 4 ohms. How an amp performs under stress is an important aspect of how well it can handle speakers which can inturn affect sound quality. Amp no. 2 is probably the technically superior amp. However, it does not say how it sounds, Amp 2. could have a tonal balance that make you want to rip your ears apart.