Holding hands is considered haram between individuals who are not married or not mahram (close blood relatives). Physical contact or showing any form of affection, physical or verbal, is not permitted in such cases.

For spouses, holding hands is permissible, but discretion and modesty should be observed, especially in public settings.

And Allah knows best.

Sources:

• Al-Islam
• Islam Stack Exchange
• Daruliftaa