rivet gaze on

rivet one's gaze on someone or something

 and rivet one's glare on someone or something
Fig. to fasten one's gaze onto someone or something. (As if it were attached by rivets.) He riveted his gaze on the surly young man. Walter riveted his hateful glare on the last page of the contract and sneered.
See also: gaze, rivet