Actually, I think it shouldn't be what you have. The radius of that circle should be \sqrt{\beta^2-c}, not \sqrt{\beta^2+ c} as you have.
Since these circles are orthogonal to all of the circles in the original family, they are, in particular, orthogonal to the circle with g= 0, x^2+ y^2+ c= 0 which is a circle with center at the origin and radius \sqrt{-c} (of course, c must be negative). Let the radius of that circle be r and the radius of the circle orthogonal to it be R. The line from (0, \beta) to a point, (x, y) on that circle, being a radius of the orthogonal circle has length R and is perpendicular to the radius of that circle, the line from (0, 0) to (x, y), which has length r. They form a right triangle with hypotenuse the line from (0, 0) to (0, \beta) which has length \beta.
By the Pythagorean theorem, R^2+ r^2= \beta^2 so that R^2= \beta^2- r^2. The original circle, as I said, has length \sqrt{-c} and so r^2= -c. We have R^2= \beta^2+ c, not R^2= \beta^2+ c.
Of course, the whole problem would make more sense (c would not have to be negative) if the equation were x^2+ y^2+ 2gx- c= 0 or x^2+ y^2+ 2gx= c rather than x^2+ y^2+ 2gx+ c= 0. In that cases R^2= \beta^2- c would be correct.