Knowledge of atomic-level details of structure, chemistry, and electronic
states is paramount for a comprehensive understanding of emergent properties at
oxide interfaces. We utilise a novel methodology based on atomic-scale electron
energy loss spectroscopy (EELS) to spatially map the electronic states tied to
the formation of a two-dimensional electron gas (2DEG) at the prototypical
non-polar/polar TiO2/LaAlO3 interface. Combined with differential phase
contrast analysis we directly visualise the microscopic locations of ions and
charge and find that 2DEG states and Ti3+ defect states exhibit different
spatial distributions. Supported by density functional theory (DFT) and
inelastic scattering simulations we examine the role of oxygen vacancies in
2DEG formation. Our work presents a general pathway to directly image emergent
phenomena at interfaces using this unique combination of arising microscopy
techniques with machine learning assisted data analysis procedures.Comment: 17 pages, 10 figure