diff --git a/esphome/components/esp32/gpio.py b/esphome/components/esp32/gpio.py
index df01769a66..2bb10ce6ec 100644
--- a/esphome/components/esp32/gpio.py
+++ b/esphome/components/esp32/gpio.py
@@ -1,6 +1,6 @@
 from dataclasses import dataclass
 import logging
-from typing import Any
+from typing import Any, Callable
 
 from esphome import pins
 import esphome.codegen as cg
@@ -64,8 +64,7 @@ def _lookup_pin(value):
 def _translate_pin(value):
     if isinstance(value, dict) or value is None:
         raise cv.Invalid(
-            "This variable only supports pin numbers, not full pin schemas "
-            "(with inverted and mode)."
+            "This variable only supports pin numbers, not full pin schemas (with inverted and mode)."
         )
     if isinstance(value, int) and not isinstance(value, bool):
         return value
@@ -82,30 +81,22 @@ def _translate_pin(value):
 
 @dataclass
 class ESP32ValidationFunctions:
-    pin_validation: Any
-    usage_validation: Any
+    pin_validation: Callable[[Any], Any]
+    usage_validation: Callable[[Any], Any]
 
 
 _esp32_validations = {
     VARIANT_ESP32: ESP32ValidationFunctions(
         pin_validation=esp32_validate_gpio_pin, usage_validation=esp32_validate_supports
     ),
-    VARIANT_ESP32S2: ESP32ValidationFunctions(
-        pin_validation=esp32_s2_validate_gpio_pin,
-        usage_validation=esp32_s2_validate_supports,
+    VARIANT_ESP32C2: ESP32ValidationFunctions(
+        pin_validation=esp32_c2_validate_gpio_pin,
+        usage_validation=esp32_c2_validate_supports,
     ),
     VARIANT_ESP32C3: ESP32ValidationFunctions(
         pin_validation=esp32_c3_validate_gpio_pin,
         usage_validation=esp32_c3_validate_supports,
     ),
-    VARIANT_ESP32S3: ESP32ValidationFunctions(
-        pin_validation=esp32_s3_validate_gpio_pin,
-        usage_validation=esp32_s3_validate_supports,
-    ),
-    VARIANT_ESP32C2: ESP32ValidationFunctions(
-        pin_validation=esp32_c2_validate_gpio_pin,
-        usage_validation=esp32_c2_validate_supports,
-    ),
     VARIANT_ESP32C6: ESP32ValidationFunctions(
         pin_validation=esp32_c6_validate_gpio_pin,
         usage_validation=esp32_c6_validate_supports,
@@ -114,6 +105,14 @@ _esp32_validations = {
         pin_validation=esp32_h2_validate_gpio_pin,
         usage_validation=esp32_h2_validate_supports,
     ),
+    VARIANT_ESP32S2: ESP32ValidationFunctions(
+        pin_validation=esp32_s2_validate_gpio_pin,
+        usage_validation=esp32_s2_validate_supports,
+    ),
+    VARIANT_ESP32S3: ESP32ValidationFunctions(
+        pin_validation=esp32_s3_validate_gpio_pin,
+        usage_validation=esp32_s3_validate_supports,
+    ),
 }
 
 
diff --git a/esphome/components/esp32/gpio_esp32.py b/esphome/components/esp32/gpio_esp32.py
index e4d3b6aaf3..973d2dc0ef 100644
--- a/esphome/components/esp32/gpio_esp32.py
+++ b/esphome/components/esp32/gpio_esp32.py
@@ -31,8 +31,7 @@ def esp32_validate_gpio_pin(value):
         )
     if 9 <= value <= 10:
         _LOGGER.warning(
-            "Pin %s (9-10) might already be used by the "
-            "flash interface in QUAD IO flash mode.",
+            "Pin %s (9-10) might already be used by the flash interface in QUAD IO flash mode.",
             value,
         )
     if value in (24, 28, 29, 30, 31):
diff --git a/esphome/components/esp32/gpio_esp32_c2.py b/esphome/components/esp32/gpio_esp32_c2.py
index abdcb1b655..32a24050ca 100644
--- a/esphome/components/esp32/gpio_esp32_c2.py
+++ b/esphome/components/esp32/gpio_esp32_c2.py
@@ -22,7 +22,7 @@ def esp32_c2_validate_supports(value):
     is_input = mode[CONF_INPUT]
 
     if num < 0 or num > 20:
-        raise cv.Invalid(f"Invalid pin number: {value} (must be 0-20)")
+        raise cv.Invalid(f"Invalid pin number: {num} (must be 0-20)")
 
     if is_input:
         # All ESP32 pins support input mode
diff --git a/esphome/components/esp32/gpio_esp32_c3.py b/esphome/components/esp32/gpio_esp32_c3.py
index 5b9ec0ebd9..c1427cc02a 100644
--- a/esphome/components/esp32/gpio_esp32_c3.py
+++ b/esphome/components/esp32/gpio_esp32_c3.py
@@ -35,7 +35,7 @@ def esp32_c3_validate_supports(value):
     is_input = mode[CONF_INPUT]
 
     if num < 0 or num > 21:
-        raise cv.Invalid(f"Invalid pin number: {value} (must be 0-21)")
+        raise cv.Invalid(f"Invalid pin number: {num} (must be 0-21)")
 
     if is_input:
         # All ESP32 pins support input mode
diff --git a/esphome/components/esp32/gpio_esp32_c6.py b/esphome/components/esp32/gpio_esp32_c6.py
index bc735f85c4..d466adb994 100644
--- a/esphome/components/esp32/gpio_esp32_c6.py
+++ b/esphome/components/esp32/gpio_esp32_c6.py
@@ -36,7 +36,7 @@ def esp32_c6_validate_supports(value):
     is_input = mode[CONF_INPUT]
 
     if num < 0 or num > 23:
-        raise cv.Invalid(f"Invalid pin number: {value} (must be 0-23)")
+        raise cv.Invalid(f"Invalid pin number: {num} (must be 0-23)")
     if is_input:
         # All ESP32 pins support input mode
         pass
diff --git a/esphome/components/esp32/gpio_esp32_h2.py b/esphome/components/esp32/gpio_esp32_h2.py
index 7413bf4db5..7c3a658b17 100644
--- a/esphome/components/esp32/gpio_esp32_h2.py
+++ b/esphome/components/esp32/gpio_esp32_h2.py
@@ -45,7 +45,7 @@ def esp32_h2_validate_supports(value):
     is_input = mode[CONF_INPUT]
 
     if num < 0 or num > 27:
-        raise cv.Invalid(f"Invalid pin number: {value} (must be 0-27)")
+        raise cv.Invalid(f"Invalid pin number: {num} (must be 0-27)")
     if is_input:
         # All ESP32 pins support input mode
         pass