overread

To overread is to interpret too much into something—finding meaning, symbolism, or intention that may not be there.

Literary critics might overread a poem, seeing political allegory where the author intended only description.

I think you're overreading his silence; he was just tired.

The past tense is overread, pronounced with a short 'e' like "red."