Activate the Zoom to fit image width plugin if you want pictures to be expanded to fill the full width of the window.

To do this, click Edit ▸ Preferences and go to the Plugins tab. Then, check Zoom to fit image width and click Close.

In order to add this functionality, you will need to have installed eog-plugins.