Which is stronger and will hold more weight?
A cord 1 mm in diameter 4cm long or a cord of the same material 2mm in diameter and 1cm long? The masses will be the same. The mass doesn't matter, only the thickness of the cord.
Four 1mm cords in parallel will be four times stronger than one 1mm cord, correct?
Now let's take 1 1mm cord of 4cm in length, increase its length by 2 and add three more indentical cords in parallel. The entire mass of this combination will be 8 times that of the cord we started with (1 mm and 4cm), but it will still be only 4 time stronger. The extra mass does nothing towards increasing the strength of the cord. All that counts is the thickness of the cord.
The same is true for muscles, what counts is the "thickness", or more properly, the surface area of the cross section of the muscle, not the mass. If I double the size of the muscle, I only increase the cross section by a factor of 4, but I increase the mass by a factor of 8. The extra mass does not contribute to the strength of the muscle, but does add to the weight the muscle must support.