The phrase "on a deeper level" is used to describe something that goes beyond the surface or basic understanding. It refers to an understanding that goes beneath the obvious, exploring the underlying reasons, causes, and implications of something. This phrase can be used in various contexts such as describing emotions, relationships, ideas, experiences, etc., where there's a need to delve deeper into what is being expressed or discussed.