Eyes are enormously expressive parts of the face. People can recognize most emotions from just seeing the eyes of someone from a similar culture. Eyes express emotions voluntarily and involuntary (i.e. pupillary response), and evoke an empathetic response. (
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Eye contact, however, is hugely cultural. As a personal example, I've found many people from India convey more through their eyes, while people from Japan and Germany may be culturally encouraged to hide their expressions (though being born inside the culture undoubtedly makes a big difference).
There are, however, universals in facial recognition in general, worth looking up. Pupillary response, for instance, is generally a reliable physiological indicator. Wide eyes are alert, wide pupils frightened and/or adjusted to the dark, while narrow pupils convey focus, and also with narrowed eyes, pleasure and pain. To me, it also seems significant how people often close their eyes when they experience overwhelming emotions (although this, too, is often an easily read indicator to others).
Personally, although I am sighted and notice these things, I am inclined to notice and focus on audio more, when available. While people may be reluctant to start talking, you can often get a pretty instant read of emotion from voice tone that is similar in information to what you can pick up with facial recognition.