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The ellipsoidal capacity function of a symplectic four manifold $X$ measures how much the form on $X$ must be dilated in order for it to admit an embedded ellipsoid of eccentricity $z$. In most cases there are just finitely many obstructions to such an embedding besides the volume. If there are infinitely many obstructions, $X$ is said to have a staircase. This paper gives an almost complete description of the staircases in the ellipsoidal capacity functions of the symplectic Hirzebruch surfaces $H_b$ formed by blowing up the projective plane with weight $b$. We describe an interweaving, recursively defined, family of obstructions to symplectic embeddings of ellipsoids that show there is an open dense set of shape parameters $b$ that are blocked, i.e. have no staircase, and an uncountable number of other values of $b$ that do admit staircases. The remaining $b$-values form a countable sequence of special rational numbers that are closely related to the symmetries discussed in Magill--McDuff (arXiv:2106.09143). We show that none of them admit ascending staircases. Conjecturally, none admit descending staircases. Finally, we show that, as long as $b$ is not one of these special rational values, any staircase in $H_b$ has irrational accumulation point. A crucial ingredient of our proofs is the new, more indirect approach to using almost toric fibrations in the analysis of staircases by Magill (arXiv:2204.12460). In particular, the structure of the relevant mutations of the set of almost toric fibrations on $H_b$ is echoed in the structure of the set of blocked $b$-intervals.