Variant in situ sequencing (VIS-seq) links genetic variants to cell images, revealing how variants affect molecules, subcellular structures, and cells at scale. Applied to thousands of LMNA and PTEN variants, VIS-seq illuminated how variants impacted a multidimensional phenotypic continuum that is not recapitulated by any single functional readout.