Hi Aaron,
Welcome to the Forum.
I do not see apps for Mobile devices in my Store.
When you open store have you checking your Settings > Devices at all?  If you have a Mobile added then yes it will offer you apps suitable for that device.  If you do not want this, then remove the device.
Regards,
Regedit32