Let's not get too caught up in semantics.
Actually, a 3 decibel difference requires twice as power. But' out hearing is not linear as we would like to think, so that doubling of power correlates to a barely audible increase in sound. To effectively "double" the perceived loudness, we would need about ten times the power.
This might help explain that, particularly the chart about half-way down the page.
Now, how this relates to our real-world experiences is another matter.
This nifty little link sort of puts this decibel crap into perspective with real world examples.
Ultimately, while we generally cruise at maybe a watt or so at normal listening levels, it's not uncommon that some hefty peaks could easily drive an amp into the danger zone if it doesn't have enough reserve power.
Personally, I believe that in the right hands and if one has common sense, one cannot have too much power.