Some beta blockers are able to cross the blood-brain barrier
and some are not. Propranolol
and metoprolol are fairly able to do so, but Atenolol is, as far as I know, not. Which means, propranolol and metoprolol can provide more cognitive side effects (forgetfullness, confusion, mood disturbances, etc.) than Atenolol.