Luminescence in aggregated systems is an intriguing phenomenon that can be exploited for the development of smart commercial materials. The establishment of a structure−property relationship is crucial to designing and improvising solid-state emitters. We report an organo-sulfonate hydrate (1) that exists in zwitterionic form and forms an isolated head-to-tail dimer without long-range π-stacking to form a nonemissive solid. Utilizing the understanding of the sulfonatepyridinium supramolecular synthon, the emission of 1 is turned on and off by cocrystallization with 1,10-phenanthroline and 2,2′-bipyridine (2,2′-Bpy) in 2 and 3, respectively. Structural and Hirshfeld studies validate that the packing modulations triggered by the pyridyl precursors are responsible for the emission switching. Charge-transfer dimers formed in 2 stacks through π-interactions to form emissive mixed-stack aggregates (λ max = 610 nm and Φ 1.1%), while the charge−transfer complex formed in 3 exhibits poor π-overlap due to the twisted conformation of 2,2′-Bpy and poor extended π-interactions to form a nonemissive mixed stack 3. The aggregation-induced emission (AIE) is observed in both 1 and 2, which exhibit green emission with maximum intensity at 500 nm (Φ 58.2%) and 465 nm (Φ 77.6%) for a water fraction (f w ) value of 10, i.e., 90:10 (THF/H 2 O v/v). AIE behavior is validated by dynamic light scattering and scanning electron microscopy studies. 1 exhibits vapochromic behavior and undergoes emission turn-on exposure to fumes of organic bases: NH 3 , Et 3 N, and Py. Plausibly due to proton abstraction by the bases, the vapochromic change is reverted by HCl fumes, and the process cycles. The salt forms of 2 and 3 respond to basic fumes only after prior exposure to the fumes of HCl and undergo a red shift (0.98 nm) in 2 and an emission-turn-on (612 nm) in 3. Furthermore, 3 exhibits irreversible thermochromic behavior at 75 °C, which is attributed to the loss of lattice water. The results are supported by the thermal, diffuse reflectance, powder X-ray diffraction, and Hirshfeld studies.