If you decide to head to Ginza to look for a GS, you can also pay a visit to the Seiko Museum
https://museum.seiko.co.jp/en/
And if you want to look for a second/used watch, Nakano Broadway has a good number of second hand watch shops
https://www.japan-guide.com/e/e3069.html