When something is stemless, it doesn't have a stem, like a flower without a stem.
Being stemless is just a description, it doesn't have a good or bad feeling.
Examples:
The flower is stemless.
I like stemless flowers.
She holds a stemless flower.
The stemless plant looks funny.
I have never seen a stemless tree.
The stemless rose is beautiful.