Emote is a modern emoji picker for Linux rocket. Written in GTK3, Emote is lightweight and stays out of your way.

Launch the emoji picker with the configurable keyboard shortcut Ctrl+Alt+E and select one or more emojis to have them be automatically pasted into your currently focused app.