"what" vs. "which" = 'identify" vs. 'choose'
No choice is implied. At least no context is given by which we might infer a choice, so by default the question asks us to identify something.
"What season do you like best?"
An addressee with an imaginative turn of mind will not be content with a restriction to the four standard seasons of the year. "I like income tax season best. I'm getting a big refund this year!" "I like early fall best, when the trees are just beginning to change colors." "I like the post-Christmas sales season at Macy's. Everything is marked down at least 50%."
Nevertheless, you won't be arrested and imprisoned for "Which season ...?"
I like "I like tea better than coffee" more than "I like tea more than coffee".
But I have to say "to like something better than ..." is strange, because the non-comparative form is strange: "to like something well" ?"I like tea well."
All "June 23" answers are correct. In informal conversation, I would use the first.
CJ