Based on your description of the situation, the distractors you are experiencing likely include:
Cluttered and unorganized area - The mention of knocking over a cup of pens suggests that your desk may not be organized, which can be distracting while trying to work.
You may also be experiencing the other distractors, but the primary one that is explicitly indicated by your description is the clutter and disorganization on your desk.