た形
ta-kei
た is not 'yesterday'. It is a stamp already down.
The picture The moment the action finishes, a stamp comes down on the paper. The mark does not come off.
Where the picture shows up in た形
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a mark left behind
日本に来たのは去年です。
nihon ni kita no wa kyonen desu
It was last year that I came to Japan.
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the mark of having tried it
富士山に登ったことがあります。
fujisan ni nobotta koto ga arimasu
I have climbed Mt. Fuji.
For experience it is always た + ことがある.
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a mark just stamped
今、駅に着いたところです。
ima, eki ni tsuita tokoro desu
I've just arrived at the station.
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the stamp you'd better have
薬を飲んだほうがいいですよ。
kusuri o nonda hō ga ii desu yo
You'd better take the medicine.
ほうがいい normally takes た: 飲んだほうがいい, not 飲むほうがいい.
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the mark you were hunting for
あ、ここにあった。
a, koko ni atta
Ah, here it is.
You use た even though you found it this second — the searching is what ended.