You probably need to load certain kernel modules for your motherboard to get thermal zones readings, the following is a reading from an Ubuntu 14.04 LTS bare-metal server using lm-sensors package
root@vm02:~# sensors
coretemp-isa-0000
Adapter: ISA adapter
Physical id 0: +64.0°C (high = +80.0°C, crit = +100.0°C)
Core 0: +64.0°C (high = +80.0°C, crit = +100.0°C)
Core 1: +60.0°C (high = +80.0°C, crit = +100.0°C)
Core 2: +62.0°C (high = +80.0°C, crit = +100.0°C)
Core 3: +58.0°C (high = +80.0°C, crit = +100.0°C)
nct6776-isa-0290
Adapter: ISA adapter
Vcore: +0.86 V (min = +0.00 V, max = +1.74 V)
in1: +1.85 V (min = +0.00 V, max = +0.00 V) ALARM
AVCC: +3.34 V (min = +2.98 V, max = +3.63 V)
+3.3V: +3.33 V (min = +2.98 V, max = +3.63 V)
in4: +0.91 V (min = +0.00 V, max = +0.00 V) ALARM
in5: +1.75 V (min = +0.00 V, max = +0.00 V) ALARM
in6: +0.87 V (min = +0.00 V, max = +0.00 V) ALARM
3VSB: +3.49 V (min = +2.98 V, max = +3.63 V)
Vbat: +3.33 V (min = +2.70 V, max = +3.63 V)
fan1: 0 RPM (min = 0 RPM)
fan2: 1912 RPM (min = 0 RPM)
fan3: 0 RPM (min = 0 RPM)
fan4: 0 RPM (min = 0 RPM)
fan5: 0 RPM (min = 0 RPM)
SYSTIN: +37.0°C (high = +0.0°C, hyst = +0.0°C) ALARM sensor = thermistor
CPUTIN: +36.0°C (high = +80.0°C, hyst = +75.0°C) sensor = thermistor
AUXTIN: +32.0°C (high = +80.0°C, hyst = +75.0°C) sensor = thermistor
PECI Agent 0: +63.0°C (high = +80.0°C, hyst = +75.0°C)
(crit = +100.0°C)
PCH_CHIP_TEMP: +0.0°C
PCH_CPU_TEMP: +0.0°C
PCH_MCH_TEMP: +0.0°C
intrusion0: ALARM
intrusion1: ALARM
beep_enable: disabled
you can use the lm-sensors package to identify which modules you need to load, check man sensors-detect