When an electrode (graphite anode, in the examples below) has a certain amount of Lithium ions intercalated, they spread in the material in a regular pattern (more on why does this happen below):
Pictures above (adapted from Liu et al. [1]) illustrate graphite (brown lattice) with Lithium atoms (green balls) intercalated into it. At stage k, Lithium atoms are intercalated at every k-th layer of graphite. The left picture is stage I ($\mathrm{LiC_{6}}$), the right picture is stage II ($\mathrm{LiC_{12}}$).
Notice that at stage I ($\mathrm{LiC_{6}}$), not every "honeycomb cell" of the carbon layer has a Lithium atom on top of it. That would be a superdense $\mathrm{LiC_{2}}$ stage that doesn't occur in battery cells under normal conditions.
In these different regular stage structures, Lithium atoms have different chemical potentials, determined by the quantum system solutions (see density functional theory).
Related:
[2] A Lattice-Gas Model Study of Lithium Intercalation in Graphite (1999)