This might be a very dumb question but I am having a hard time to understand why dual of $l_1$ norm is $l_\infty$ and vice versa. The dual of a norm is denoted $\lVert\cdot\rVert_*$, defined as $$ \lVert z\rVert_*=\sup\left\{z^Tx\mid\: \lVert x\rVert\leq1\right\} $$ and $l_1$ norm is, $$ \lVert x\rVert_1 = \sum(|x_i|) $$ and $l_\infty$ norm is, $$ \lVert x\rVert_\infty = \max(|x_1|,...,|x_n|) $$ I am very confused on dual norm. Any explanation would be very helpful.
Thanks