Every non-empty weak$^*$ set $U$ is unbounded in norm.
(1). (Background material).Let $Y$ be a Banach subspace of $X$ with $Y\ne X.$
For $v\in X$ \ $Y$ let <$v$>$+Y$ be the vector subspace generated by $\{v\}\cup Y.$ For (real or complex) scalar $r$ and for $y\in Y$ let $$h(rv+y)=rd(v,Y)=r\inf \;\{\|v-z\|:z\in Y\}.$$ Then
(i). <$v$>$+Y$ is closed in the norm topology on $X.$
(ii). $h$ is well-defined.
(iii). $\sup \{|h(z)|/\|z\|: f(z)\ne 0\}=1.$
(iv). By the Hahn-Banach Theorem there exists $g\in X^*$ with $\|g\|=1$ and $g|_{+Y}=h.$ Note that $Y\subset g^{-1}\{0\}.$
(2). Let $X$ be infinite-dimensional. A weak$^*$ nbhd base for $f\in X^*$ is the set of all $\{g\in X^*:\land_{i=1}^n|g(x_i)-f(x_i)|
For $f\in U,$ where $U$ is weak$^*$ open, let $B=\{g\in X^*: \land_{i=1}^n|g(x_i)-f(x_i)|
Let $Y$ be the vector subspace generated by $\{x_1,...,x_n\}.$ By induction on $n$ and by (1)(i), $Y$ is closed in $X$. By (1)(iv) there exists $g\in X^*$ with $g \ne 0$ and $Y\subset g^{-1}\{0\}.$ We have $$\{f+ng: n\in \mathbb N\} \subset B\subset U$$ $$\text { and } \quad \sup \;\{\|f+ng\|:n\in \mathbb N\}=\infty.$$
Remark: Let $\mathbb S$ be the set of scalars for $X$ , that is, $\mathbb R$ or $\mathbb C.$ Endow $\mathbb S^X$ with the Tychonoff product topology. For $f\in X^*$ let $\pi (f)=(f(x))_{x\in X}.$ Then $\pi$ is a homeomorphism from $X^*$ with the weak$^*$ topology to a subspace of $\mathbb S^X.$