Japanese sentence-ender particles are rooted in Japanese culture and ways of thinking.
Luckily these cultural implications are easy to understand at a basic level, and once you have that information the particles become easy to understand and to use.
This video goes over the commonest sentence ending particles and shows why they are used, what they imply and how to use them.