Run ibus-setup from the terminal (or open IBus Preferences).

Go to “Emoji”.

Next to “Unicode code point:”, click on the three dots (i.e. ...).

In the dialog, click “Delete”, then “OK”.

Close the IBus Preferences window.

Link 1

Link 2

Fedora Linux