the gospels were written by people who have never been to Jerusalem or anywhere near there. They also don’t speak or read Aramaic or Hebrew.

Given all that they certainly had their bias. Which you can also see in a lot of their attitudes towards Jews in general. It’s really no wonder they toned down Pilate