Tea Leaved Willow. Salix Phylicifolia.
Here are some websites which help with identifying and describing tea Leaved Willow. I have included some non-Scottish websites because they have good descriptions of this tree.
JPR Environmental - Salix phylicifolia - Tea-leaved Willow
Name of Website - Salix phylicifolia - Tea-leaved Willow