Above every image you will find a small button bar. To protect images from deletion you must unmark the "mark this image for deletion" button. In the next generation this image will remain.

Deselect the "deletion" button for all images you will preserve. The button should show a white background.

Then generate a new random generation by clicking on the "random generation" button..