The question is: Using Lagrange multipliers, which point on the sphere, $x^2+y^2+(z-4)^2=1$, is closest to the origin, $(0,0,0)$?
I decided to minimize the distance function squared: $$f(x,y,z)=x^2+y^2+z^2$$
I determined the constraint to be $$g(x,y,z)=x^2+y^2+(z-4)^2-1=0$$ I found that $$\nabla f = 2x\hat{i} + 2y\hat{j}+ 2z\hat{k}$$ $$\nabla g = 2x\hat{i} + 2y\hat{j}+ 2(z-4)\hat{k}$$ Plugging these into $\nabla f=\lambda\nabla g$, I found these relationships: $$2x=2\lambda x$$ $$2y=2\lambda y$$ $$2z=2\lambda (z-4)$$
Simplifying these relationships, I get $$1=\lambda$$ $$1=\lambda$$ $$z=\lambda (z-4)$$ These relationships don't work out, since plugging $\lambda =1$ into $z=\lambda z-4$ yields $0=-4$ which simply isn't true.
I know conceptually that I have a sphere of radius $1$ that is $4$ units above the $z$-axis which means that the closest distance should be at a point where $z=3$. I have also entered “minimize $f(x,y,z)=x^{2}+y^{2}+z^{2}$ with constraint $x^{2}+y^{2}+(z-4)^{2}-1=0$” into WolframAlpha, and this proved my conceptualization. However, I can’t seem to figure out how to mathematically prove this. Any help is appreciated. Thank you!
[Edit] Simplifying these relationships, I get
$$1=\lambda \text{ or } x = 0$$ $$1=\lambda \text{ or } y = 0$$ $$z=\lambda (z-4)$$
Your simplifications are wrong. From the equality $2x=2\lambda x$, what you get is that $\lambda=1$ or that $x=0$. For the same reason, $\lambda=1$ or $y=0$.