Cuppa comes from the phrase “cup of.” The implied (suggested) meaning is a cup of tea (because we love tea…sometimes stereotypes exist for a reason). The word “tea” is not actually needed. You only need to make it clear if it is a “cuppa” coffee or a “cuppa” something other than tea.

“Would you like a cuppa?”
“I’d love one. I’ll get the kettle on.”