We present an augmented virtuality (AV) pipeline that enables the user to interact with real-world objects through stylised representations which match the VR scene and thereby preserve immersion. It consists of three stages: First, the object of interest is reconstructed from images and corresponding camera poses recorded with the VR headset, or alternatively a retrieval model finds a fitting mesh from the ShapeNet dataset. Second, a style transfer technique adapts the mesh to the VR game scene in order to preserve consistent immersion. Third, the stylised mesh is superimposed on the real object in real time to ensure interactivity even if the real object is moved. Our pipeline serves as proof of concept for style-aware AV embeddings.