When a tall plant is crossed with a short plant, the first (F1) generation plants obtained is all tall. But when the F1 generation plants are crossed, the second (F2) generation plants obtained are not all tall: there are both tall and short plants.
This shows that the F1 plants inherits their trait from the short plants but do not express it in the presence of the tallness (dominant character), and transfer it to the next generation.