You can show this algebraically. Let's take our circle with radius 1.
Then the red circle has center at (0,0) and has radius 1. The equation for such a circle is
[tex]x^2+y^2=1[/tex]
The blue circle has center at (5,0) and has radius 1. The equation is
[tex](x-5)^2+y^2=1[/tex]
We can now find the points in the intersection of these two circles. We know from the first equation that
[tex]y^2=1-x^2[/tex]
Substituting that in the second equation gets us
[tex](x-5)^2 + (1 -x^2 )=1[/tex]
This is an equation that can easily be solved. we get x=5/2. We substitute that in the first equation and get
[tex]y^2=-21/4[/tex]
and thus
[tex]y=\pm i\sqrt{21}/2[/tex]
So the points of intersection are [itex](5/2,i\sqrt{21}/2)[/itex] and [itex](5/2,-i\sqrt{21}/2)[/itex].