Electromagnetically neutral dark sector particles may feebly interact with photons through higher dimensional effective operators, such as mass-dimension-five magnetic and electric dipole moment, and a mass- dimension-six anapole moment and charge radius operators. In this work, we use hypercharge gauge field form factors to treat dark states, which will induce not only electromagnetic form factors but also the corresponding boson operators. Taking a Dirac fermion as an example, we investigate the probes of searching for such dark states at current and future collider experiments including BESIII, STCF, Belle II, and CEPC via monophoton searches. Compared with current experiments, we find that electron colliders including BESIII, STCF, and Belle II, which operate with the center of mass at several GeV, have leading sensitivity on the corresponding electromagnetic form factors for the mass-dimension-five operators with dark states lighter than several GeV, while they cannot provide competitive upper limits for the mass-dimension-six operators. Future CEPC operated with the center of mass on and beyond the mass of boson with competitive luminosity can probe the unexplored parameter space for dark states with mass-dimension-five (six) operators in the mass region of ().