Op,
ABfuser and TAD are hybrid absorber/diffuser panels available on the market, but they tend to be expensive. You might want to consider a DIY approach using bookshelves. Consider multiple tall (84-inch), 5-shelf bookshelves along the back wall. Use the lower two shelves and stuff them with R23 Rockwool (6″ thick, ~$2.50/sq. ft.; I think it works better than fiberglass). You can cover the Rockwool with fabric or place decorative items in front so it doesn’t look unattractive—decorations can themselves act as partial reflectors. Use your imagination.
Use the upper three shelves for books, placing them in varied orientations. Again, be creative. To recap: the bookshelf serves as a free and effective diffuser. When the lower compartments are stuffed with thick R23 Rockwool, it can help absorb low frequencies while simultaneously deflecting mid-to-high frequencies at and above listening level.
In a constrained space, the long wall setup is tougher, at least for me. I feel for you. Good luck and let us know what you end up achieved.

