Given two hyperplanes $\{x\mid a^Tx = b_1, a^Tx = b_2\}$, want to show that the hyerplanes are intersected by line normal to both planes.
Okay, so in $R^2$ the two lines are:
$a_1x_1 + a_2x_2 = b_1 \Rightarrow x_2 = b_1/a_2 + a_1/a_2x_1 $
$a_1x_1 + a_2x_2 = b_2 \Rightarrow x_2 = b_2/a_2 + a_1/a_2x_1 $
Very simple lines and assuming that all scalars are positive we have two downward slanted lines in say quadrant I
Then I claim that the vector perpendicular to each line is $a$, this gives us another line that is perpendicular to both of the lines, namely:
$x_2 = \dfrac{a_2}{a_1} x_1$
So the picture is this:
How can I show that the new line $x_2 = \dfrac{a_2}{a_1} x_1$ is indeed normal to both hyperplanes?

Take a vector $(1, -a_1/a_2)$ tangent to a hyperplane and vector $(1, a_2/a_1)$ contained in your normal line. Their inner product is $$ 1\cdot 1 + \frac{-a_1}{a_2}\cdot \frac{a_2}{a_1} = 0, $$ so they are orthogonal.