Activation Descriptions
Qwen/Qwen3-8B · layer 18/36 · 228 tokens · /home/slava/projects/cco_checkpoints/grpo_Qwen3-8B_n40k_final
The
second
law
of
therm
odynamics
states
that
the
total
entropy
of
an
isolated
system
can
only
increase
over
time
or
remain
constant
in
ideal
cases
where
the
system
is
in
a
steady
state
or
undergoing
a
reversible
process
.
The
increase
in
entropy
accounts
for
the
irre
vers
ibility
of
natural
processes
,
and
the
asym
metry
between
future
and
past
.
Ent
ropy
,
den
oted
S
,
was
first
defined
by
Rud
olf
Claus
ius
in
1
8
6
5
as
d
S
=
δ
Q
/T
,
where
δ
Q
is
the
heat
added
revers
ibly
to
the
system
at
absolute
temperature
T
.
Ludwig
Bolt
z
mann
later
provided
a
statistical
interpretation
:
S
=
k
_B
ln
�
�
,
where
k
_B
is
Bolt
z
mann
's
constant
and
�
�
is
the
number
of
micro
states
consistent
with
the
macro
scopic
state
.
This
equation
,
engraved
on
Bolt
z
mann
's
tomb
stone
in
Vienna
,
connects
the
macro
scopic
therm
odynamic
quantity
to
the
microscopic
disorder
of
a
system
.
The
second
law
has
profound
consequences
:
it
implies
that
perpetual
motion
machines
of
the
second
kind
are
impossible
,
that
heat
flows
spontaneously
only
from
hot
to
cold
bodies
,
and
that
the
universe
tends
toward
a
state
of
maximum
entropy
sometimes
called
heat
death
.
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