There is today a broad consensus that emotions influence all forms of teaching and learning, and scholarship on Emotions in Engineering Education (EEE) is an emerging and rapidly growing field. However, this nascent research is currently very dispersed and not well consolidated. There is also a lack of knowledge about the state of the art, strengths, and limitations of the existing literature in the field, gaps, and future avenues for research. We have conducted a scoping review of EEE research, aiming to provide a first overview of the EEE scholarship landscape. We report here on preliminary findings related to (1) the status of the field, (2) geographical representation of authors, and (3) emerging hot spots and blind spots in terms of research approaches, contexts, and topics.