Ananda Mohan Bose laid the foundation of Federation Hall in 1883 to promote unity among Bengali leaders. The Indian Association, which he co-founded, aimed to create an indestructible unity of Bengal against political division. Savarkar, Gandhi, and Azad were not associated with this specific initiative.