There are 1.5 volt lithium batteries, such as AA's. They are rare,
and have extremely long shelf life, but I have never seen specs
for discharge rate, etc.

Eveready sells litium 1.5V AAs. They're most-commonly available in camera
stores. They have two or three times the capacity of your ordinary alkaline,
I believe, particularly in high-drain applications.