At ambient pressure P and below 5.5 K, olivine-type Mn2GeO4 hosts a multiferroic (MF) phase where a multi-component, i.e. multi-k magnetic order generates spontaneous ferromagnetism and ferroelectricity (FE) along the c-axis. Under high P the FE disappears above 6 GPa, yet the P evolution of the magnetic structure remained unclear based on available data. Here we report high-P single crystal neutron diffraction experiments in the MF phase at T = 4.5 K. We observe clearly that the incommensurate spiral component of the magnetic order responsible for FE varies little with P up to 5.1 GPa. With support from high P synchrotron x-ray diffraction measurements at room temperature (T ), the P driven suppression of FE is proposed to occur as a consequence of a crystal structure transition away from the olivine structure. In addition, in the low T neutron scattering experiments an emergent non-hydrostatic P component, i.e. a uniaxial stress, leads to the selection of certain multi-k domains. We use this observation to deduce a double-k conical magnetic structure for the ambient P groundstate, this being a key ingredient for a model description of the MF phase.