diff --git a/spacy/lexeme.pyx b/spacy/lexeme.pyx
index fe396b7a2..4f614e6fd 100644
--- a/spacy/lexeme.pyx
+++ b/spacy/lexeme.pyx
@@ -125,11 +125,9 @@ cdef class Lexeme:
         if self.vector_norm == 0 or other.vector_norm == 0:
             user_warning(Warnings.W008.format(obj='Lexeme'))
             return 0.0
-
         vector = self.vector
         xp = get_array_module(vector)
-        return (xp.dot(self.vector, other.vector) /
-                (self.vector_norm * other.vector_norm))
+        return (xp.dot(vector, other.vector) / (self.vector_norm * other.vector_norm))
 
     def to_bytes(self):
         lex_data = Lexeme.c_to_bytes(self.c)
diff --git a/spacy/tokens/doc.pyx b/spacy/tokens/doc.pyx
index 328b5e627..2bef44cbc 100644
--- a/spacy/tokens/doc.pyx
+++ b/spacy/tokens/doc.pyx
@@ -329,10 +329,9 @@ cdef class Doc:
         if self.vector_norm == 0 or other.vector_norm == 0:
             user_warning(Warnings.W008.format(obj='Doc'))
             return 0.0
-
         vector = self.vector
         xp = get_array_module(vector)
-        return xp.dot(self.vector, other.vector) / (self.vector_norm * other.vector_norm)
+        return xp.dot(vector, other.vector) / (self.vector_norm * other.vector_norm)
 
     property has_vector:
         """A boolean value indicating whether a word vector is associated with
diff --git a/spacy/tokens/span.pyx b/spacy/tokens/span.pyx
index 1c3b9373b..1450eb214 100644
--- a/spacy/tokens/span.pyx
+++ b/spacy/tokens/span.pyx
@@ -234,10 +234,9 @@ cdef class Span:
         if self.vector_norm == 0.0 or other.vector_norm == 0.0:
             user_warning(Warnings.W008.format(obj='Span'))
             return 0.0
-
         vector = self.vector
         xp = get_array_module(vector)
-        return xp.dot(self.vector, other.vector) / (self.vector_norm * other.vector_norm)
+        return xp.dot(vector, other.vector) / (self.vector_norm * other.vector_norm)
 
     cpdef np.ndarray to_array(self, object py_attr_ids):
         """Given a list of M attribute IDs, export the tokens to a numpy
diff --git a/spacy/tokens/token.pyx b/spacy/tokens/token.pyx
index 35b7360db..00de4897c 100644
--- a/spacy/tokens/token.pyx
+++ b/spacy/tokens/token.pyx
@@ -172,8 +172,7 @@ cdef class Token:
             return 0.0
         vector = self.vector
         xp = get_array_module(vector)
-        return (xp.dot(vector, other.vector) /
-                (self.vector_norm * other.vector_norm))
+        return (xp.dot(vector, other.vector) / (self.vector_norm * other.vector_norm))
 
     property lex_id:
         """RETURNS (int): Sequential ID of the token's lexical type."""