diff --git a/holoviews/plotting/bokeh/__init__.py b/holoviews/plotting/bokeh/__init__.py
index 838bec2c9f..d3667b271d 100644
--- a/holoviews/plotting/bokeh/__init__.py
+++ b/holoviews/plotting/bokeh/__init__.py
@@ -283,10 +283,10 @@ def colormap_generator(palette):
 options.HSpan = Options('style', color=Cycle(), alpha=0.5)
 options.Arrow = Options('style', arrow_size=10)
 options.Labels = Options('style', text_align='center', text_baseline='middle')
-options.HLines = Options('style', color=Cycle(), line_width=3, alpha=1)
-options.VLines = Options('style', color=Cycle(), line_width=3, alpha=1)
-options.VSpans = Options('style', color=Cycle(), alpha=0.5)
-options.HSpans = Options('style', color=Cycle(), alpha=0.5)
+options.HLines = Options('style', color=Cycle(), line_width=3, alpha=1, muted_alpha=0.2)
+options.VLines = Options('style', color=Cycle(), line_width=3, alpha=1, muted_alpha=0.2)
+options.VSpans = Options('style', color=Cycle(), alpha=0.5, muted_alpha=0.2)
+options.HSpans = Options('style', color=Cycle(), alpha=0.5, muted_alpha=0.2)
 options.Labels = Options('style', text_color=Cycle(), text_align='center', text_baseline='middle')
 
 # Graphs
diff --git a/holoviews/plotting/bokeh/annotation.py b/holoviews/plotting/bokeh/annotation.py
index 3b6ef80ad9..56aca1f8d1 100644
--- a/holoviews/plotting/bokeh/annotation.py
+++ b/holoviews/plotting/bokeh/annotation.py
@@ -43,7 +43,8 @@ def _init_glyph(self, plot, mapping, properties):
         return super()._init_glyph(plot, mapping, properties)
 
     def get_data(self, element, ranges, style):
-        data = {str(k): v for k, v in element.dataset.data.items()}
+        data = element.columns(element.kdims)
+        self._get_hover_data(data, element)
         default = self._element_default[self.invert_axes].kdims
         mapping = {str(d): str(k) for d, k in zip(default, element.kdims)}
         return data, mapping, style
diff --git a/holoviews/tests/plotting/bokeh/test_annotationplot.py b/holoviews/tests/plotting/bokeh/test_annotationplot.py
index 28688f412b..ab955a8131 100644
--- a/holoviews/tests/plotting/bokeh/test_annotationplot.py
+++ b/holoviews/tests/plotting/bokeh/test_annotationplot.py
@@ -262,9 +262,8 @@ def test_hlines_plot(self):
         assert plot.handles["y_range"].end == 5.5
 
         source = plot.handles["source"]
-        assert list(source.data) == ["y", "extra"]
+        assert list(source.data) == ["y"]
         assert (source.data["y"] == [0, 1, 2, 5.5]).all()
-        assert (source.data["extra"] == [-1, -2, -3, -44]).all()
 
     def test_hlines_xlabel_ylabel(self):
         hlines = HLines(
@@ -306,9 +305,8 @@ def test_hlines_plot_invert_axes(self):
         assert plot.handles["y_range"].end == 1
 
         source = plot.handles["source"]
-        assert list(source.data) == ["y", "extra"]
+        assert list(source.data) == ["y"]
         assert (source.data["y"] == [0, 1, 2, 5.5]).all()
-        assert (source.data["extra"] == [-1, -2, -3, -44]).all()
 
     def test_hlines_nondefault_kdim(self):
         hlines = HLines(
@@ -343,9 +341,8 @@ def test_vlines_plot(self):
         assert plot.handles["y_range"].end == 1
 
         source = plot.handles["source"]
-        assert list(source.data) == ["x", "extra"]
+        assert list(source.data) == ["x"]
         assert (source.data["x"] == [0, 1, 2, 5.5]).all()
-        assert (source.data["extra"] == [-1, -2, -3, -44]).all()
 
     def test_vlines_plot_invert_axes(self):
         vlines = VLines(
@@ -362,9 +359,8 @@ def test_vlines_plot_invert_axes(self):
         assert plot.handles["y_range"].end == 5.5
 
         source = plot.handles["source"]
-        assert list(source.data) == ["x", "extra"]
+        assert list(source.data) == ["x"]
         assert (source.data["x"] == [0, 1, 2, 5.5]).all()
-        assert (source.data["extra"] == [-1, -2, -3, -44]).all()
 
     def test_vlines_nondefault_kdim(self):
         vlines = VLines(
@@ -450,10 +446,9 @@ def test_hspans_plot(self):
         assert plot.handles["y_range"].end == 6.5
 
         source = plot.handles["source"]
-        assert list(source.data) == ["y0", "y1", "extra"]
+        assert list(source.data) == ["y0", "y1"]
         assert (source.data["y0"] == [0, 3, 5.5]).all()
         assert (source.data["y1"] == [1, 4, 6.5]).all()
-        assert (source.data["extra"] == [-1, -2, -3]).all()
 
     def test_hspans_plot_xlabel_ylabel(self):
         hspans = HSpans(
@@ -479,10 +474,9 @@ def test_hspans_plot_invert_axes(self):
         assert plot.handles["y_range"].end == 1
 
         source = plot.handles["source"]
-        assert list(source.data) == ["y0", "y1", "extra"]
+        assert list(source.data) == ["y0", "y1"]
         assert (source.data["y0"] == [0, 3, 5.5]).all()
         assert (source.data["y1"] == [1, 4, 6.5]).all()
-        assert (source.data["extra"] == [-1, -2, -3]).all()
 
     def test_hspans_nondefault_kdims(self):
         hspans = HSpans(
@@ -518,10 +512,9 @@ def test_vspans_plot(self):
         assert plot.handles["y_range"].end == 1
 
         source = plot.handles["source"]
-        assert list(source.data) == ["x0", "x1", "extra"]
+        assert list(source.data) == ["x0", "x1"]
         assert (source.data["x0"] == [0, 3, 5.5]).all()
         assert (source.data["x1"] == [1, 4, 6.5]).all()
-        assert (source.data["extra"] == [-1, -2, -3]).all()
 
     def test_vspans_plot_invert_axes(self):
         vspans = VSpans(
@@ -538,10 +531,9 @@ def test_vspans_plot_invert_axes(self):
         assert plot.handles["y_range"].end == 6.5
 
         source = plot.handles["source"]
-        assert list(source.data) == ["x0", "x1", "extra"]
+        assert list(source.data) == ["x0", "x1"]
         assert (source.data["x0"] == [0, 3, 5.5]).all()
         assert (source.data["x1"] == [1, 4, 6.5]).all()
-        assert (source.data["extra"] == [-1, -2, -3]).all()
 
     def test_vspans_nondefault_kdims(self):
         vspans = VSpans(