The electronic structures of the Floquet states of the dynamic Wannier-Stark ladder ͑DWSL͒ are examined, where the DWSL is formed by driving the biased superlattices ͑SLs͒ by the periodic pulse train ͑PPT͒ with the electric field F͑t͒-with time t-and the temporal period 2 / . For a strong F͑t͒, interminiband interactions, namely, the ac-Zener tunneling ͑ac-ZT͒, are predominantly caused in the DWSL. Such a system is termed the interacting DWSL. In order to understand the details of the Floquet states and the modulation patterns by alteration of a couple of the PPT laser parameters, the linear absorption spectra, ␣ abs ͑ p ; ͒, of optical interband transitions invoked by the monochromatic probe laser f p ͑t͒ with the frequency p are calculated, where the spectra are not only linear in f p ͑t͒ but also nonlinear in F͑t͒. The exciton effect is not included for the sake of simplicity. For the PPT driving with unit-pulse shapes largely deviated from the square and saw-toothed profiles, the spectra show unexpected dent structures, differing a great deal from the corresponding ac-ZT-free spectra basically similar to those of the original SLs just showing the ascending steplike structure. To deepen the understanding of this anomaly, the spectra of ␣ abs 0 ͑ p ; ͒ ϰ ␣ץ abs ͑ p ; ͒ / ץ p are also calculated, whereby the dent structures become spectral dips showing the negative absorption. It is found that such anomalous behavior is attributed to the ac-ZT between different minibands that accompanies emission/absorption of the nonzero net number of photons with J ͑with J a nonzero integer͒. This anomaly also shows the unusual time dependence in the dual-time optical susceptibility associated with ␣ abs 0 ͑ p ; ͒. Moreover, the possibility of existence of the negative absorption in the more realistic excitonic spectra is speculated.