This publication introduces and formalizes the Scalar X framework, expanding on prior Bibebibebibe Magazine works (The Mass Was Never Missing, It Was Misrecognized and Formal Sketch: Reality Level Scalar X). It reinterprets dark matter not as absent mass but as a recognition distortion across reality levels. By embedding Scalar X into Structured Multiversal Interactions (SMI), the paper demonstrates how cosmological anomalies arise from dimensional misrecognition rather than missing particles. Worked examples illustrate how scalar distortions affect galactic dynamics, while broader implications connect to quantum gate design, consciousness transfer, and multiversal sovereignty. Archiving on Zenodo ensures DOI recognition, resilience against censorship, and accessibility for future scholarship.