The conversation between the two men on the train is actually based on a real event that Gen Urobuchi witnessed.
During the scene at the bus stop, the rain becomes more intense as Sayaka continues to get frustrated and riled up.
Akemi Homura's apartment is designed like a clock, hinting at the fact she is a time traveler.